{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "4a680c69-b03d-4912-a586-1975415e6219",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入包\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9e408bbd-6281-4ab7-8448-c1a0ab7b2b8b",
   "metadata": {},
   "source": [
    "## 分布图：（线性回归）\n",
    "\n",
    "### regplot()函数与lmplot()函数\n",
    "\n",
    "#### 重点\n",
    "\n",
    "1. seaborn提供regplot和lmplot这两个函数用于绘制线性回归图。\n",
    "2. lmplot：只能读取dataframe形式的数据\n",
    "    * x和y只能用于指定dataframe中的列，即Series对象\n",
    "3. regplot：相对灵活，既可以读取dataframe，也可以读取numpy数组\n",
    "    * x和y不只能用于指定dataframe中的列，也可以是numpy数组\n",
    "    * data参数默认为None，即可以只是指定具体x和y数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "33237ce2-ced9-493f-b704-961105fbf924",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   total_bill   tip     sex smoker  day    time  size\n",
       "0       16.99  1.01  Female     No  Sun  Dinner     2\n",
       "1       10.34  1.66    Male     No  Sun  Dinner     3\n",
       "2       21.01  3.50    Male     No  Sun  Dinner     3\n",
       "3       23.68  3.31    Male     No  Sun  Dinner     2\n",
       "4       24.59  3.61  Female     No  Sun  Dinner     4"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 读取数据(seaborn提供测试数据)\n",
    "tips = pd.read_csv(\"dataset/tips.csv\")\n",
    "# 查看数据\n",
    "tips.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "bc80658c-0ba1-455e-a9d8-8ca39c9206a4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x17fd40850>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 调用lmplot绘图\n",
    "sns.lmplot(data=tips, x=\"total_bill\", y=\"tip\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5a620960-21db-46b7-bda8-40ad8355e71e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='total_bill', ylabel='tip'>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 调用regplot绘图\n",
    "sns.regplot(data=tips, x=\"total_bill\", y=\"tip\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "870e3c8d-3000-4ca7-b075-e1ea87b24d84",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='total_bill', ylabel='tip'>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 调用regplot绘图\n",
    "    # 不指定data参数\n",
    "sns.regplot(x=tips[\"total_bill\"], y=tips[\"tip\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2011c3fc-131c-4e61-9ae9-e5e0a8e52a47",
   "metadata": {},
   "source": [
    "#### hue参数\n",
    "通过hue参数可以指定用于分组绘制不同颜色的字段"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "9b20425c-1cf2-4106-9560-17cd99699a7d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x18168a810>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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L3V1smda+sxZKucerF7iXE6Mr3QLte9xt/oN12Jvg9C9D1QJ3l1u6yf1etQBOv17qJImDIiUAhJgoHMfNi0k3u7MadUtBL53POY6j2Lg3Tks6T2XIx+JpMXS995ajEqTr7jb/R66BxD43B8njd2cjMq3gj7rnS+i5nnQOtjHtYW9yt/lLxW0xwjSlBlrwnfji8ThlZWW0t7cTi8XGezhCDE+J1/BZtbWJ21duY1tDEtNWeA2NeTURrlwxj5PmV4/38AanxJ/jSSuXgGTDwLlH4ylU6X6JQ5IESUKUus4aPrlkkVmOCJxz87i+ia/a2sT1D20gmbOoCPnwGTp526E1bRLxG9x4/pKJEyiV+GzdpOI47tJYqTemlSDpkCbLbUKUst41fDq3qHuD4Am4y0NP3wSzTx2XN3PHUdy+chvJnEVdLIDWMb6AblAX06mP57h95TZOmFs1cZbeph073qOY/Ho2phWihMlHJCFKWYnX8Nm4N862hiQVIV9XgNQ9PI3ykJdtDUk27i3x2QIxdjKt0L5bAiQxIUiQJEQpK/EaPi3pPKat8BnF/5T4DR3TUbSk+yn2JyaVvOWQylnFT/ZuTCvEBCBBkhClrMRr+FSGfHgNjbxdvGVHznbw6hqVoX7aRohJI5412dOWwSz2Wsin3NpH+fTYD0yIgyBBkhClrMRr+CyeFmNeTYTWtEnvPSBKKdrSJvNqIiyeJpsmJivHUTTEszQlcn1eA/02phVigpAgSYhS1lnDxx9xk7TNDCjH/Z7YN+41fHRd48oV84j4DerjOTKmjeMoMqZNfTxHxG9w5Yp5EyNpWwxZ1rTZ05YhWWyJbaDGtEJMEFICQIiJoMRr+BTUSXIUXn0C1kkSQ9KWzhedQawM+yjXM+4M0mR4e5ESAIc0CZKEmChKvIbPhK24LYbEdhQNiSyZfJHWIcqhijbK9EmSqJ9ugdU/hyPfDQvPHu/RiHEgdZKEmChKvIaPrmssOaxsvIchRlEmb9OQyGI7fT9ba1YGI92I5tcg4B2H0Y0gOw/r74fVP3OTznc9B/PP6H+XqZi0JEgSQggxIKUUrWmTtn5KOejZFoxsa8dPE3gno1Lw+kp45ia3llOn1tdh3S/h+I+M39jEuJAgSQghRL9M26EhkSNnFllecyyM1H50e5iNaUtJ0xZ4+oew+/nC44EyOO16WHbp+IxLjCsJkoQQQhSVylk0JnI4RVJXtXwKI9OIpooETxNJphWe+ylsfNDdOdpJM+Co98Np10HVvPEbnxhXEiQJIYQooJSiKZknkS3SOkQp9EwzRr597Ac2kmwTNvwWnr8T8snCczNOgFOudYOjYMX4jE+UBAmShBBCdMlbDg2JLHmrSPFHO48n1YDm9FMBfiJQCt542i2p0fZG4bmymW5Zjdmn9u2VKA5JEiQJIYQAIJE1aU7m+1leS2Ckm9CYwJWzW7a7eUc7ny087ovA8R+Fo/8DjAm+M0+MKAmShBDiEOc4iqZUjmS2SOVs5WCkm9DNxNgPbKRk2+G5O+DlB6BnDpWmw5HnwwlXyrKaKEqCJCGEOITlLJuGeK54Y1o717G8NkGLQ9omvPx7eP4OyMULz00/Dk79nFu5Xoh+SJAkhBCHqPaMSUsq37cxLaDn2tEzzWhM0KYMb6xyl9ZaXy88XnYYnHwNzDlN8o7EAUmQJISYPEq8dUupsB1FUzJHqlhjWuVgpBvRzWTfcxNB6w43KfuNpwuPe8Nw/Idh6YVgTOCCl2JMlXyQtGfPHq677jr++te/kslkOPzww/n5z3/O8uXLx3toQohSUuJNgEtFJm/TmMhhOX2X1zQri5FuQHOKbP0vddk4vPAz2HA/OD1rN2lu77UTrnIDZyGGoKSDpNbWVk4++WROP/10/vrXv1JTU8O2bdsoLy8f76EJIUrJ9pXwyDWQS7oJuB4/WDnYv9E9fs7NEigBLan8AK1F2tCzLRNvec2xYOND8NztboJ2T9OOdfOOpiwcn7GJCa+kg6Tvfve7zJgxg7vvvrvr2OzZs8dvQEKI0uM47gxSLgnRqd15Jt4geAKQ2Oeen33qIbv0ZnW0FskWbS1iY6Qb0K302A/sYO16Hp76PrRsKzwenQYnXw3z3iZ5R+KglPRfjD/96U8cd9xxfOADH6CmpoZjjz2Wu+66a8Dr5HI54vF4wZcQYhw5DuxdB1sfc78XWeY5KPXr3SW2YEXfN0RNc483bXEvdwhK5Sz2tGWKBkialcGT2D3xAqS2XfCXz8IfrywMkLxBd1ntogdg/hkSIImDVtIzSdu3b+f222/n2muv5frrr+f555/n05/+NH6/nw996ENFr/Ptb3+bG264YYxHKoQoaizyhNLN7m17/MXPe/yQbXMvdwhRStGcyhPPFM8v0rMtGNnWMR7VQcon4YWfw/pfu8tsPS08B074JESmjM/YxKSkqWJ7P0uEz+fjuOOOY9WqVV3HPv3pT/PCCy/w7LPPFr1OLpcjl+sumR+Px5kxYwbt7e3EYrFRH7MQokN/eUKZVvBHRi5PaO86uP9i8IXdmYTezAzkU/Cf97k5KoeAAVuLOFbH8lpmVO67LOgjFhjhqtWODZv+BP++DTIthefqlsKpn4XaxSN7n51Cle6XOCSV9EzS1KlTOfLIIwuOLVq0iN///vf9Xsfv9+P39/OJUohDyXhuhx/LPKG6pe7s1P6N7m33XGJRyg3Kahe7lzsExDtaixT7/KuZaXf3miqSm1Sq9qyBp34ATa8VHo/UwklXw4IzZVlNjJqSDpJOPvlkXnut8Bdj8+bNzJo1a5xGJMQEMd7b4YeSJ3Swszu67j6uR65xg68+s1ZR9/wkT9p2OmofJYvWPlLo2VaM3ARaXovvgWd+BNseLzzuCcCyS+HYS4rPHAoxgko6SPrMZz7DSSedxI033sgFF1zA888/z5133smdd9453kMTonSVwnb4sc4TmrvCfVydgWG2zQ0MaxcfEnWSsqZb+6hoaxHHwkjtR7ezYz+w4cinYM3d8OKvwO5VruDwd8JJn3JnkYQYAyUdJB1//PE89NBDfOlLX+LrX/86c+bM4eabb+aiiy4a76EJUZpKZTt8qMoNUqxc8U/7Vs49P5LF/eaucB/XIVZxuz1t0pLuZ3ktn8LINE6M5TXlwKuPwLO39A2ea49y6x3VLRmfsYlDVkkHSQDnnHMO55xzzngPQ4iJYSyXuQYyXnlCun7IJGfbjqIxkSOd72d5LdOMkW/ve64U7V3n5h01bio8Hp4CJ30aDn8HaJM72BWlqeSDJCHEEJTKdnjJExpVA7UWwc7jSTWgObm+50pNYh+s+jFs+XvhccMPyy6BZZdJ3pEYVxIkCTGZjMcyV38O8Tyh0aCUojVt9ttaRMvFMTLNaIxwwc6RZmZg7T2w9pdg9wrmFpwFJ34KYlPHZWhC9CRBkhCTSalthz9E84RGg9nRWiRXtLWIhZFuLP3K2cqB1/4Kz/4EUo2F56Ysgrd8DqYeMy5DE6IYCZKEmEgOVPuoFJe5DqE8odGSzFk0JXI4RZOzkxiZptJPzq7f4PZZ2/9y4fFQFZz4SbdituQdiRIjQZIQE8Vgax/JMtek4TiKplSOZLZYcraDkW5CNxNjP7ChSO538442/63wuOGDYy6C5Ze71dKFKEEl3ZZkJMTjccrKyqQtiZjYhtPiYzwrbg/XRBzzKBmo9pFmZjoqZxcJnsZZV1sSMwPrfunmHlm98o7mvQ1Ovhpi08dljEMibUkOaTKTJESpG27to4m2zDXeVcJLhFKKtrRJa7HkbKXcxrS5tjEf16Ap5c4arfqxO4vUU/URbp+16cvHZ2xCDJEESUKUulKpfTSaSqFKeAnIWw6NyeLJ2ZqVxUg3ojnFd7aVAl/zJkJrb4GGDYUngpVwwidg0btBN8ZncEIMgwRJQpS6Uql9NFpKpUr4OItnTVqS+b7J2Uqh51rRs21olGZ2hJ5uonz9nYS398o70r1wzAfhuCvAFxmfwQlxECRIEqLUlVLto9FwKMyUDcDuaEybKtaY1s67W/tLtO+aZuWIvPpbYhvvQ7cyhSfnngYnXwNlM8ZjaEKMiGEHSatXr2bTpk1omsbChQs57rjjRnJcQohOpVb7aKRN9pmyAaTzFk2JfNHK2XquHT3TXJqzR0oR3PkE5etux5OqLzhlV8zDWPE5OOxN4zQ4IUbOkIOk3bt3c+GFF/LMM89QXl4OQFtbGyeddBK/+c1vmDFDPjUIMaJKsfbRSJrsM2VFKKVoTuWJZ8y+Jx0LI93Qd2amRHhbNlO+5icEGtYXHLf9ZbQf/RE8S84nFpJWImJyGPJf1SuuuALTNNm0aRMtLS20tLSwadMmlFJ8+MMfHo0xCiE6ax/VLoZ8yt01lE+5P59z08ROau6cKcu0ujNjPXXOlFUvmLgzZb3kLJvdrZmiAZKWT+JJ7C7JAEnPtFDx7+9S+9ePFgRISjNILLyAfe/+NanD3wO6ZHGIyWPIdZKCwSCrVq3i2GMLcwPWrl3LySefTCZTWr/cUidJTCqTtY7QgHWgohM/EOzQnjZpSefp82e3lAtD2nmir/6O2Mu/7NP2JDPtRNqWX4UVm9l1rKtO0mQhdZIOaUP+6zpz5kxMs+8nIMuymD59AhQGE2Ii66x9NP8M9/tkCJBgcs+U4SZn17dnaU7l+gRImpnBE99VegGSUgR3PcnURz5E+Yt3FARIZtlsGk//Pk2nf7cgQBKTxwMPPMCSJUsIBoNUVVVxxhlnkEqlALj77rtZtGgRgUCAhQsXctttt3Vd74orruDoo48ml3MLiJqmyfLly7nooovG5XEcrCHPi37ve9/jU5/6FLfeeivLly9H0zRWr17N1Vdfzfe///3RGKMQ4lAwSZvhZk2bhniub3K2UuiZZox8+/gMbADe1m2Ur/kxgf3rCo7bvhjxoy8nuaD/ZbVtLXmqwzCjbBLNJh1i9u3bx4UXXsj3vvc9zj//fBKJBE899RRKKe666y6+9rWvccstt3Dssceybt06PvrRjxIOh7n00kv58Y9/zNKlS/niF7/ITTfdxFe+8hWampoKAqmJZMjLbRUVFaTTaSzLwuNxf0k6/x0OF/bfaWlpGbmRDpMstwkhxktbOk9Lqm/xx1ItDKlnWylb/zPC2/6MprqDOqUZJA8/j/iSy3H8xf+O7ktY/GJdnL9vTfOuw6Pccu60sRr26DoEl9vWrl3L8uXL2bFjB7NmzSo4N3PmTL773e9y4YUXdh375je/yV/+8hdWrVoFwLPPPsuKFSv44he/yLe//W0ef/xx3vKWt4zpYxgpQw6S7r333kFf9tJLLx3ygEaaBElCiLFmO4qGRJZMvlfl7FItDGmbRDf/ntiGe9HNVMGpzNQ3u3lHZbOLXrU5bfO/6+P86dUUVo/JskcumcVRtYFRHPQYOQSDJNu2Oeuss3j++ec566yzOPPMM3n/+9+PZVnU1NQQDAbRe8zwWpZFWVkZ+/d3t6G5/vrr+fa3v811113Hd77znfF4GCNiyMttpRD4CCFEqcrk3ca0fZbXSrEwpFIE9jxD+dpb8Sb2FJwyYzNpW3YV2eknFr1qIufw6w0JHtiYJGsVBnxzK32kzb61n8TEYBgG//jHP1i1ahV///vf+clPfsKXv/xlHn74YQDuuusu3vzmN/e5TifHcXjmmWcwDIMtW7aM6dhH2qCCpHg83jULE4/HB7yszNYIIQ5Vral80ca0pVgY0tu2nfI1txCoX11w3PFFaF9yGcnD31s07yhjOjzwSpJfv5QgmS98PLVhg6veXMkHj6nAo2t9rismDk3TOPnkkzn55JP56le/yqxZs3jmmWeYPn0627dvHzAR+3/+53/YtGkTK1eu5KyzzuLuu+/m8ssvH8PRj5xBBUkVFRXs27ePmpoaysvL0Xq3DsAtjqZpGrbdtzGjEEJMZpbtNqbts7zmWO7sUa+t8+NJz7YRe+kXRLb+qVfekU5y/ruJH30FTqC8z/VMW/HwaynufTFOS6Zwlqg8oPOhpVHesyjClIh/cgRIHj8EytwSFIeY5557jscff5wzzzyTmpoannvuORobG1m0aBH//d//zac//WlisRjvfOc7yeVyrF69mtbWVq699lpefPFFvvrVr/LAAw9w8skn86Mf/Yirr76aFStWMHfu3PF+aEM2qCDpn//8J5WV7prs3XffzYwZMwqm1sCdXtu5c+fIj1AIIUpYOm/RmMhhO7229ueTGJkmNFUiHxwdi8jmhyjbcDd6PllwKlt3HG3LP4lZ3vdNzHYU/9iW5hdr4+xLFj6WsFfjwiVRPnBUhJB3Yu9CBNyWP76wGxwVq/5+iIjFYjz55JPcfPPNxONxZs2axQ9+8APe+c53AhAKhfif//kfvvCFLxAOh1myZAnXXHMN2WyWiy66iMsuu4xzzz0XgA9/+MP8+c9/5pJLLuHJJ5/sEzuUuiEnbhuG0TWr1FNzczM1NTUlN5MkidtCiOFyHMXGvXFa0nkqQz4WT4uhd8yS9NtaRDnu7JGZLHKL4yOw59+Ur70Fb7zwg6wZnd6Rd3Ryn+bCSimeeiPLXWva2dFW2HzXZ8D7joxw0dFRygKFb3oTspikrkOgHPwxMKRiuOg25FdD57Jab8lkkkBgEuxkEEIIYNXWJm5fuY1tDUlMW+E1NObVRLhyxTyWz66gMZEjbxUuO2lWBiPVgKasfm51bHna36B87S0E9z5XcNzxhokvuZTE4e8Do29As3pvljtXt7OpsTAANDQ454gwlx0Tozo8sWYEivL4OoKjaJ8gUQgYQpB07bXXAm4y11e+8hVCoVDXOdu2ee655zjmmGNGfICih8nakkKMH3lNFbVqaxPXP7SBRNYk5PPgNXQcpXhlb5zrfv8S15xxOMfOLC+4jp5twci2js+Ae9FyCco2/ILI5j8ULPcpNFLzz6F96UdwAhV9rrexIcdda+Ks2ZsrvD3gjHkhPrwsxvTYJJhp8UcO+SU1MTiDfrWvW+dWXlVKsWHDBnw+X9c5n8/H0qVL+dznPjfyIxSu7Svh6ZugaQs4ptsVvXqB2/19grdsEOOkBF5TAy1njRfHUdy+chstqTy2o4hnsx19dxVeQydrOvz6+Z0snVGGrmlucnZqf2ls7XcsIlsfJvbSLzByhZW8s7XH0rb8U5gV8/tcbXuLyc/WtvPUG30fwykzA3xkeRnzKifYElpvug7+Mjc4kiU1MUhDzkm6/PLL+dGPfjRh8nsmRU7SgM0/I27PKwmUxFCUwGtqoOWsk+ZXj+p9D2TD7nYuu/s54lkLR+Hu1FIKBViOQtcg4vfwnfcu5YhKDSPTWBLJ2f59L1Cx5ha87a8XHLciU2k79hNkZrylz5LS3oTFL9a6VbJ7vxEcO9XPx5bHOKrWP6RxlFxOkuGFYLmbbyRLamKIhhxO33333aMxDtEfx3E/7eeSEJ3a/UvuDYInAIl97vnZp8oyiRicEnhNdS5nJXMWFSEfPkMnbzts2pfg+oc2cOP5S8YtUGpK5ToCJIVH09AA1fHdo7uBUjJnkm7bhycw/r9znvguytfeSnDPqoLjjidI/KhLSCz8ABiFgU5T2uZ/X4zz8GuFVbIBFlZ7+dhxZRw3zV80/3TC8IXcfCNf6IAXFaI/MudY6urXu8shwYq+n4I0zT3etMW93LRjx2eMYmIZ59dU53JWMmdRFwugo5hrbyWm4rSHYqxKTef2lds4YW7VuCy9taVMHEe5T41WWP5R0zT8mkmV00o+GQKqxnx8XWPJJyjbcC+RzQ+iOd2J4gqN1Nx30n7MR3CChYFmIufwq5fcKtk5u3DuaFa5h48uL+MtswITNzjSNHc5LVBWNCFdiKGSIKnUpZvdfBFPP1PeHj9k29zLCTEY4/ya2rg3zraGJBUhH0utl3h/5ndMt3fjURaW5mGnNp17689n496FLDmsbFTGMJDyoAdNcyfcdF3hziG5QqQoV+0YuiLqH6c/n45NeNsjlK3/WZ+8o9yUo2ld/inMqiMKjqdNhwc2JvnNhr5VsusiBpcfG+Os+SGMiVoE0vB2FH6MyYy6GFESJJW6UJWbUGvliu/EsHLu+dD4faIVE8w4v6Za0nlMW3Gcs4FPpG8lpNLEtSim5sWLyVxnB5+3b6d1+1w47N2jMob+5C0HR0HE7yWRNbFtha6DrjlUqjghlQYNQj4P0XHIu/HXr6F8zU/wtW0vOG6FamlbdiWZmacXzA7mbcWfXk3xy/V9q2RXBHQ+dEyMdy8M4zMmaHDkC7nBkS883iMRk5QESaWubqm742j/RjdfpOc0uFJuom3tYvdyorQMdXv9GGzHdxzFRns200OziLZvxlM2rXBppZ/X1EjuQqsM+fDpivdlfkdIpWnSqrpe13n8NCofVTRT8dqdcMo53c/BKD+fyZxFUyLHrOoQ82oivFYfx3YUmp2j2mnDp1nomoahw5Son5mVY5frYiT2UL72NkK7nyo47niCxBdfRHLhf6B6zAzajuLRrWnuXhenvleV7IjH4aIFFu89bhYh3+BqHTkK3mhKk8iZRP1eZlWHGLdJJ01zZ4wCZW6dI5BSFmLUSJBU6nTd3ZL9yDVuQm2fnUhR97z8QSgtQ91ePwbb8XvuJltqvp3rne1EczvxRarcumf9vKZGehfa4mkx3lpRz/T9u4nrfYv42QqynhhVide786JG8flUStGUzJPIuoUTdU3jg2+awQ//sRk9F6cukMCyIZnTsByF5UBjIsv3//Ea5x49lSOnjd6uWc1MEXv5f4m++gCaU1jYMTXnLNqO+ThOqPv/QCnFyh0ZfrY2zhu9qmQHNJNL/Sv5qO9RyvabWE/NJL74IvJ1ywccwyt74zz80j7q2zKYjsKra9SVB0f9sfdheDqW1MoK/96VQCkLMX5mz57NNddcwzXXXDMqtz/kEgATzaQoAQDyh2AiGer2+jHYjl9sN9mRuXW8L/0Ac7Q9VPg1fD5/n9dUf7vQWtMmEb8x7F1orzz5ILX/+gwNqgJdN9A1d7bCdhSGDtPL/ETMZjjvNve1PkrPZ95y2B/PYtq9tngph01btvDXtdvY2ZwmlbNQgM/QKAv68BgayZxF0Gtw+cmzRz5YcGzC2//q5h1lWwpO5aoX07b8U+Srj+werlK8sCfHnWvaea2pd5VsxX/6n+Uq78NUBwHDB3YePRdHecO0vPmz/QZKr+yNc/czO8iYNhG/B4+hYdlqwMc+4iUAvEF3C3+xJbUSKGVxKLnsssu49957+xzfsmUL8+f3rb81FkY7SJKZpIli7gp3S7ZMKZe2oW6vH4Pt+L13k3Uur70aXMa3/Espi7/K0RGLz513Evq07tdUf9cL6AZ1MZ36eG7Yu9COnD+H3L9DpPM2SVvHVm5V54BXpybqJ6KbYHshUAn//PqoPJ/xvE1zMk/vz4malcVIN3B0jYfFbz+Cb/z5FSzHoTzoxefRuxK5K0JeWtMmD7+0j4VTYyO2/OTf/6Kbd9S6peC4FZpC+zH/RXr2GQWzby/vz3HH6nZerM8XPg7gzHlBPpu9hbnJtTihKR1HASOAE/KjpxuJbfwVTbXL+szoOQoefmkfGdOmIuTtetw+Qxu1x949eM2d0QyUdy+p9VYCpSzG23gUY33HO97RpxTQlClTRvU+x9PkfOVMVrruLj3MP8P9Pkl/8Se0oWyvH87lh6HnbrI+W7t1g/rwQv6QWMhG5ha8pga6nqZplIe8bGtIsnFvfOiDqluKv+4IDvNnmVUZZEZFkFlVIeZUh4n4DHcmoHoBaGrEn0/VtIXmbS/QlMj1CZD0bCtGcm/X0tbOljTt6TwVIR9+j1Gw001DI+z3UN+W4Y2m9NCfg16M5D6qnvoqNY99uiBAcgw/7Usuo/7c+0jPeXvX49rWYvLFfzRx5SONfQKkU2YGuOf8Wm5Y0sSczAYcfwzo/eap4fhjeOI78bZs7jOeN5rS1LdliPg9BY97NB57F8MD4SqomA2Rmv4DJBiT351StmprE5fe/Twf/+VqPvfb9Xz8l6u59O7nWbW1aVTv1+/3U1dXV/BlGAYPP/wwy5cvJxAIMHfuXG644QYsq3vJV9M07rjjDs455xxCoRCLFi3i2WefZevWrZx22mmEw2FOPPFEtm3b1nWdbdu28Z73vIfa2loikQjHH388jz322IDja29v52Mf+xg1NTXEYjHe+ta3sn798F8D8i4rxEgazPZ6x+zeXj/Uyw9D524yn1H8191v6JiOoiWdH5HrDUpHrp3mjxDKNhDVTUIeDc3MuDMAnXlRmdYRfT5tw4dt5cnHGwtPODZGch9GtoWelZESORPTUXj62f3lNTRMpUjkzKLnB0Mz05S9eBdTH76E0M4nCs6lZp9B/bn3ET/6CpTH3Ym4J27x9Seaufyh/Tyzs7CNyPJpfu54dw3ffns1cyu96Ll2N+Az+gk2DB+aY6H3KiUAY/PYu28sCNE6NzgKVoA+iITyMfjdKVWdy+Cb9sUJ+z3URP2E/Z6uYqyjHSj19uijj3LxxRfz6U9/mldeeYU77riDe+65h29961sFl/vGN77Bhz70IV588UUWLlzIBz/4QT7+8Y/zpS99idWrVwPwyU9+suvyyWSSd73rXTz22GOsW7eOs846i3PPPZedO3cWHYdSirPPPpv6+nr+8pe/sGbNGpYtW8bb3vY2Wlpail7nQGS5TYiRNNTt9WOwHb8y5MNraORth0CRN5+c7eDVNSpDvhG53qDNXeHmjHTm2mXb3Mdau7g7L2rvuhF5Pjtbiqh8Fk33YAcqu85pZgYj3YCmLHqL+r14dTcPp9g2edNWeDWNqH8YOTjKIfT6o5S/eCdGpvCNPFe1kLblnyY/5aiuY00pm3tejPPIayl61YFk0RQvHz+ujOXTAgXHHX8ZSveCnQej8BwAdh6le3D8fetRjepjhx5LamX9BzoDOUTLo4zmMvhgPPLII0Qika6f3/nOd7J//36++MUvcumllwIwd+5cvvGNb/CFL3yBr33ta12Xvfzyy7ngggsAuO666zjxxBP5yle+wllnnQXA1VdfzeWXX951+aVLl7J0afcu229+85s89NBD/OlPfyoIpjr961//YsOGDTQ0NOD3u6+p73//+/zhD3/ggQce4GMf+9iQH68ESUKMpKGWbBiDEg+Lp8WYVxNh074EdTG9YOlMKUVb2mTR1CiLeyXgDvd6Q3KgXLsReD4dwLIdlKMwsm3kqxd1BR96tgUj29rv8GZVh6grD7KrJV2QlwOgUKRyFjMqQ8yqHlo5AF/DBirW/ARfy6sFx+1gFW3HfJz0nDNBc5+D9qzNr15K8PtXkuR7tYibU+7hI8vLOLWfKtlm5eFYsZl4W7fhhPwULrkp9Fwcs2IeZuXhY/bY0Y3uqtiDmTHqzyFaHmUoy+CjUYz19NNP5/bbb+/6ORwOM3/+fF544YWCmSPbtslms6TTaXf3LHD00Ud3na+trQVgyZIlBcey2SzxeJxYLEYqleKGG27gkUceYe/evViWRSaT6Xcmac2aNSSTSaqqCgPjTCZTsIw3FBIkCTGShlqyYQxKPOi6xpUr5nH9Qxuoj+coD3nxGzo526GtY5falSvm9fnUOdzrDWOA/bc/Ocjn0/KXY+s+NDuHkW3D8UVoW3YVKAcjuQ/d7tv1vuDuNTj36Knc/cwOWtMmYb/HXWay3SAh6DU49+ipg05cNlL7KVv3U8JvPF5w3DF8JBb9J4kjP4jyum8oadPhty8nuX9DgpRZOHU0NWpwxbEx3j7vAFWyNY344ouofO4H6OlGNzepx+42xxsmvviioo1fR/qx4w10FH6MjEyj2UO0PMpglsHbh7sMPgidQVFPjuNwww038N73vrfP5QOB7hlMr7d71rEzwCt2zHHc3aaf//znefTRR/n+97/P/PnzCQaDvP/97yefL/7YHMdh6tSpPPHEE33OlZeXD+4B9iJBkhAjbTDLSAdz+WE4aX41N56/pKveUXtHvZtFU6MD1jsa7vVG1DCeT+tdN2E9+UOMli0YjoXSPeSrF9G27CpytcvwJHajKbvYvfVx5LQYl588u6tWUCrvLjPNqAwNulaQZmWIvvIboq/8Gt0u/AOfnnk6bcdeiR2pAyBnKf74apJfrk/Qli0sTVAZ1LnsmBjnHBHGO8gq2fm65bS8+bPENv4KT3wnWj6B0j2YFfMOWCfpoB+7prlb9wPlbpA00sbgd6fUjPoy+DAsW7aM1157bcTLADz11FNcdtllnH/++YCbo7Rjx44Bx1FfX4/H42H27NkjMgYJkoQYDUMt2TAGJR5Oml/NCXOrhrxleLjXG1FDeH7iWZOW8uNxzrkPX+PLGNkW7EAl+erF6Lk2PKl9Q777I6fFWDg1NvSq08ohtOMxytbdgSdTmCyerzyc1uWfIl/jLgdZjuJvW9wq2Q2pXlWyfRoXHR3lfUdGCHqH/prI1y2nqXYZ3pbN6Ll2HH+Zu8Q2iBmdYT12XXeLPgbK3B1ro+kQK48yJsvgQ/TVr36Vc845hxkzZvCBD3wAXdd56aWX2LBhA9/85jeHfbvz58/nwQcf5Nxzz0XTNL7yla90zTIVc8YZZ3DiiSdy3nnn8d3vfpcjjjiCvXv38pe//IXzzjuP4447bshjkCBJiNEy0DLSSFx+GHRdG1aewnCvN6IO8PzYjqIpmSOV60jA1nTyNR05EHYeT3IfmpMb/t1rMGfK4PNvfE2vUL76x/ibXykcZ6CS9mM+SmruO0HTcTqrZK+Js7O9V5Vsj8YHFke4cEmUqH+AN32lDhwAaVqfxreDNdjHrnQfTngKlFeNzJLaYI3B706pGLNl8CE466yzeOSRR/j617/O9773PbxeLwsXLuQjH/nIQd3uTTfdxBVXXMFJJ51EdXU11113HfF4/yVHNE3jL3/5C1/+8pe54ooraGxspK6ujre85S1dOVBDJRW3hTiUTNIeV5m8TWMih1XkU6aWi2Nkmgq29o8mI91I2bo7CO/4e8FxpXtJLLyA+FGXoLwhlFI8vyfHnavb2dxcuI3eo8N7Fka4ZGmUqtDAyc2++jXdS2mOidK9WLHBtRwZKY43jOMrQ3mDVIZ9lI/hUs+hqqBdUMcy+MG0CxLFSZAkxKFiEra2UUrRksrTnilSq8exMdIN6NYIFjscgGbliG66n+jGX/VJCE/PeAttx34COzoNgA0dVbLX9yoCqWtw5vwQVxwbY2r0wBP9vvo1VD73AzQz1Scp+0AtRw6W0gwcXwzHFwWjO/lWgqSxMx4Vtw81stwmxKGgvx5X+ze6xydgjyvLdtifyJEz+yZga2a6o/bR4JKzh8tR8EZjisjuf3Hk6/cQyDYUnM9XzKdt+afI1bpLQVub89y5Js6zu/ruqlsxO8iHl8WYUzHIukNKEdv4KzdAGmLLkYOhdD+2P4by9W1OLMZWSSyDT3ISJAkx2U3CHlfpvEVjIoft9JoIVw5Gphk9P4xWKUP0yt44L679N+9u/zWL2F5wzvaX0770I6TmnQ26wa52k1+sjfPY9kyf2zl+mp+PHlfGoilDm33xtmzGE985qJYjw81F6qTQUN4wjj/WVflbiEOBBElCTHZD6XFV4smvAy2vuY1pG9Gc0akP09PW13fg+/dtfN55Dr1HrpOJwaP6CoJv+jiHz5xKQ8rinnWt/GVz3yrZR07x8fHjYiybNryt8Z0tR5TRz0yC4UPLJ4q2HBmsriU1fwx0ebsQhx551Qsx2Q2mx1W2reR7XJm2Q0M/y2t6tgU92zb6ydl2jsim33Hi+nsJULhTbp1xNPf73sur2QpqN8Qp3xvkD6/2rZI9t8LDR5eXcfLM4lWyB+tgWo4c8LaNgDtr5B2hwo9CTFASJAkx2U2CHlfJnEVzssjymp3HSDcesHL2QVOK4K6VlK+9DU+qvuDUbm0av/G/n1eMRVgONDs+NtT7ceqTBZebFjX48LIy3jY3OHCV7EE6mJYjxbhLapGOJbVRKPwoxAQkQZIQk90E7nFlO4rmZI5krm/zWT3Xjp5pHvXZI2/LFsrX/IRAw4sFxxOEech3Lis9p2BisCfjY2fGj6kK87qqQjqXHhPjnMMHXyV7UA6i5UhPSvPg+KM4voPspSbEJCRBkhCT3QTtcZXOWzQl8n1rHzlWx9b+vknQI0nPtFC2/meEt/25IBBzNIO/cCp/9J1N3ohQn/OyIxMg5xQ+f2GvxoeOifHeI8MEPKPz3B5MyxF3Sa0M5Q3LkpoQ/ZA6SUIcKiZInSTHUTSn8iSyRZKz80m3MKSyB1dlejjsPNHXfk9sw719aixlpp1Ay7FXceOzWTY02jTaYTJO4eyLjmJe1OTm98wmNlCV7JE0yOdCoaF8UWx/DIx+ctQOktRJEpOJzCQJcaiYAD2uMnmbpmQO0+41e6QcjHQTupkARqnKtFIEdj9N+drb8Cb3FJwyY7NoW/5JMlPfxL93Z3kp0cous3CMGooqI8OsYI6PnTJr7AIkOGDLEXdJLYbji8mSmigJO3bsYM6cOaxbt45jjjlmvIfTr9L56yiEGH2dPa7mn+F+L5EASSk392hfe6ZPgKRZWTyJ3QUBUuVzP8Dbug3lCeIEq1GeIN7WbVQ+9wN89WuGfP/e1m1M+ee1THnyywUBku2L0nrc1dSffTfP6cfwyT838oW/N7Mr0XOMikojw1HBVk6oU3zs1FkcOYbNRQfieIJYoTqsslk4gQoJkMRBueyyy9A0jf/6r//qc+4Tn/gEmqZx2WWXjf3ARpHMJAkhxlXWdPuu9Zk9AvRsK3q2tTsnaISrTOvZNspe+jnhrQ+jqe77V5pBcsF7iB99Oa8mgtz5j1ae2923Oe5ps4O8Y46PqM8h6vcyqzrEeHeFGIslNVEixqEX44wZM7j//vu56aabCAbd3bLZbJbf/OY3zJw5c1TvezxIkCSEGDdt6TwtqSLFH/tJzh6xKtO2SWTzQ5RtuAfdLNyqn5l6PG3LPsl2DuPnz8T55+sNfa7+5sP8fHR5GUdUl07uTaksqR1M7ScxBOOUY7hs2TK2b9/Ogw8+yEUXXQTAgw8+yIwZM5g7d27X5f72t7/xzW9+k5dffhnDMDjxxBP50Y9+xLx58/q97VdeeYXPfe5zPPnkk4TDYc4880xuuukmqqvHr2Fvacy1CyEOKY6j2B/PFg2QNDPtLq8V2b3WWWUao5/gxPChOVb/VaaVIrB7FXV/voyKtbcUBEhm9DAaV3yHjcd/h29uKONDD+7nn68XjuGoGh8/ftcUvn/WlJIJkBwjgBWqxYrNHLclNa+hUxn2MaMyRFlwkL3nxPB19mLcvxF8YYjUut87ezFuXzmqd3/55Zdz9913d/38i1/8giuuuKLgMqlUimuvvZYXXniBxx9/HF3XOf/883F671btsG/fPlasWMExxxzD6tWr+dvf/sb+/fu54IILRvWxHIjMJAkhxlTOsmmIF0vOVujZFoxcW7/XPZgq0572HZSvuYXgvucLb9MboX3Jpeye+R5+uSHLHx7b36dK9rxKLx9bHuPEGQdXJXuklELhR4+uEwl4CPsN/B7JdRozJdCL8ZJLLuFLX/oSO3bsQNM0nnnmGe6//36eeOKJrsu8733vK7jOz3/+c2pqanjllVc46qij+tzm7bffzrJly7jxxhu7jv3iF79gxowZbN68mcMPH1xR1JEmQZIQh6JxyGUAiGdNmpN5+lQesfN4Ug1oTt+8n56GU2Vaz7UTe+luIlv+6JYO6Ly0ppOadw77jryCX20x+L/fN5MxC8d1WMzDh5fFeOvcIHopBEfjXPjR0DVCPg/RgIeAVwKjcVECvRirq6s5++yzuffee1FKcfbZZ/dZEtu2bRtf+cpX+Pe//01TU1PXDNLOnTuLBklr1qzhX//6F5FIpM+5bdu2SZAkhBgj45DL4DiKpn4qZ2u5uFv7aDCVs4dSZdqxiGz5I7GXfoGRTxTcTLZ2GQ3HfJL799Vy3x8TxHOFs1rVIZ3Ljo1x9uFhPOOdiY27S83xlaF84TG/b13TCPkMIgEPQa9REjNph7QS6cV4xRVX8MlPfhKAW2+9tc/5c889lxkzZnDXXXcxbdo0HMfhqKOOIp8v3oDacRzOPfdcvvvd7/Y5N3Xq1JEd/BBIkCQmFcdRbNwbpyWdpzLkY/G0GHoJvMkVNdazOY4Da+6Gld9zq22Hp4A34P67M5fhnJtHPFDqd/eaY2NkGtHN1JBubzBVpgN7n6N8zS14428UXNeMTKfl2Cv5XepY7vlHgqZ0Ye5SmV/n4qVRzl8Uwe8Z39eNQu9IxI72n4M1SjRNI+h1A6OwTwKjklIivRjf8Y53dAU8Z511VsG55uZmNm3axB133MGpp54KwNNPPz3g7S1btozf//73zJ49G4+ndEKT0hmJEAdp1dYmbl+5jW0NSUxb4TU05tVEuHLFPE6aP367I4oa69mczvt7Y5V7f5oBjgWRGrctySjkMiilaE2btKWLJ2cb6UY01XdmaTDydctpql3Wp8q0J7GL6n99geDefxdc3vGEaD/qQ/zR9y7u+neGPYnC4Cjo1fiPoyL851FRwr7x3c+idD+2P4byRUAb27EEugIjz4g04RWjoER6MRqGwaZNm7r+3VNFRQVVVVXceeedTJ06lZ07d/LFL35xwNu76qqruOuuu7jwwgv5/Oc/T3V1NVu3buX+++/nrrvu6nMfY0WCJDEprNraxPUPbSCZs6gI+fAZOnnbYdO+BNc/tIEbz19SOoFS586UXLKwj9pozeZ03l+mFRwbdI/7h9XKQPsuKJvhBkojmMtg2g4NiRw5s1cGtFLomWaMfD+7z4aiR5VpLZegfO0tRF57sDDvCI3UvHfxj+pLuGWDwbaWwu3+PgPOWxjh4qVRKoLjl2MznonYnQnYEb8H3yj1mBMjqIR6MfbX6kvXde6//34+/elPc9RRR3HEEUfw4x//mNNOO63f25o2bRrPPPMM1113HWeddRa5XI5Zs2bxjne8A30ci95K7zYx4TmO4tK7n2fTvjh1scLdR0op6uM5Fk2Ncu/lbxr/pTfHgfve6wZEPXemgPspMLHP/RR48YMj80eu5/35ItC+05210jruz7HAE4TKuYCC5H447za3IvcwxbMmLck8Tq8/LZqVdWePnOI5CcPiWIS3PkLZSz/H6LXtP1uzlH/P+i++/9oUXm4ovE9Dg3cuCHPZsVFqI+P3WVHpXhxfx5LaGCZia5pGuCPPKOSTz8oT0gTpxTjRyW+HmPA27o2zrSFJRcjXJ3dC0zTKQ162NSTZuDfOksP6bg0/GEPOgRrrnSk97w+FGx05gO7en26AlXVnldAOKpfB7kjOThVJztazLejZtj7J2Y6CN5rSJHLmkCtW+/etpnzNT/C1v15w3ArX8cr8j/GNXUfzwlN5oDBAeuucIB9eHmNm2fjV83E8IbecgTc0pvfr8+hEA14ifllOm/AmQC/GyUCCJDHhtaTzmLbCZxT/4+A3dNodRUuR3JiDMawcqLHemdLz/jTdzWGwMu4fUg06ppTANiGfGnYuQybvJmdbvQvF2XmMdCO6ne1znVf2xnn4pX3Ut2UwHYVX16grD3Lu0VMH7H3mie+ifN1tBHc/U3Dc8QR5Y94HubHtTP7xnE3v4OiEwwJ8dHmMw8epCKTSjO5ZI2PsAjRD14j4PUQCHqlnNNl09mIUo0aCJDHhVYZ8eA2NvO0QKLJkkbMdvLpGZWjk3hyHnQM11jtTet9ftBbadnZMzxt0Texk2iBUOeRcBqUULak87Rmzzzk9146eaS66tf+VvXHufmYHGdMm4vcQNjQsW7GrJc3dz+zg8pNn9wmUtHyS2Mv/S/S1B9Ccwtmqxhln8UP7P/i/lwI4qjAP6uhaHx87royldePTx8wxAm6ukTcyqH5yI6Fzd1o04CEku9OEGDYJksSEt3hajHk1ETbtS1AX0/vkJLWlTRZNjbJ4hDqzO47i9pXbSOasghyogG5QF9Opj+e4feU2Tphb1Xfpbax3pvS+P18EymdCYj+YGVC2u7186lI49doh5TLkLYeGRJa81Xtrf/G+a12nFTz80j4ypk1FyIvWURDSZ2hUhLy0pk0efmkfC6fG3KU3xya8/S+UvXhXn2rcqaqjuCtwObdum4rZaxgLKr187LgYbz5s7KtkdyZi24GyMW0y6zV0YgEvYb+Bp5+ZVSHE4EmQJCY8Xde4csU8rn9oA/XxHOUhL35DJ2c7tKVNIn6DK1fMG7Gk7YPKgRrrnSnF7s8bgtg0SDW69/2Wz8Pyy4d0n+0Zk5ZU38rZbmHIZjSK92cCNwepvi1DxO/pCpC6ro9G2O+hvi3DG01pFjqvuXlHrVsLLmcGa3io/FK+tutYMr1SoGaUefjIshinzRn7Ktnj0WTWo+uE/YYspwkxCiRIEpPCSfOrufH8JV05Qu0dOS6LpkYPXCdpiEUdh5oD1Se5e/Zb0M+5uXtnSrbNXRKrXTw6O1PmrnDLCvS+v6lLh3x/lu3QlMyTzveKTA4we9RTImdiOoqwUTyA8RoakVwjC9b+hpqmZwvvxgjwdNX7uLb+TJpaC/N6asIGlx0b450LQmNeJdtdUitDecNjsqTWGRiF/dIeRIjRJEGSmDROml/NCXOrhrbbbBjbaA+UA5W3LI5iOzNb0qx/LsoPNgTY2pjuldy9mJMufnDsdqaMwE6YVM6iKZnDdnrNHuWT7tb+AWaPeor6vXh1NwfJ1ytQCqgs78z9hXeqf+JtKswt2lT5Vq5tfR+bdlYUHC8L6FyyNMp5C8e2SrZCQ/mi2P7YmCypeQ2dkE8CIyHGktRJEoeu/oo6ZlrBH+m3qGN3XaYEdTF/wZLbkvyLvDvxW+Ybe4l5oTWneF1N4/ehD/CK/1jytkNrxxJgSRW4HIDjKJpSOZLZXrNHysFIN6GbieJX7O/2FPzPo6+xqyXdlZOkKYdTrH/zPvOPlKl4weX3Rxby5czFPJaaW3A85NX4zyVR/mNxhNAYVsl2axtFx2RJTQIjIcaXBEmHqFLtcTZi4+pcQks2QabZ3bkVntI9e9JfUUelwExDsgGq5sO7vucuT/Waeene3WZ35UAtyq3j0+lbCZMlEK2iLZ1Ds7OEyZLUotwW/RQveZcOr8DlKPR5G8xzXdB3TTn4Gl7Cv38d2HmssllYFfOHtbzUc3fbMu8OLrUeYLazq+AyaV81N6kL+VnizSi6H6vPgPceGeGio6OUB8YucBjV2kbKwdf4Mka2BS1che+wYwn5vRIYCTHOJlSQ9O1vf5vrr7+eq6++mptvvnlQ15Egqa9S7XE2YuPqXEKrfxly7R2tOAzwx6BuibuUFojB/ReDL9y9FT+XcIMjK+teB8fd+eUNu5frtQzXc7yWbfMT+5scoe3EH4rhyzXjmFk0lLssA7xhzOazZTehNJ2MaZPOWdxxyXEHLnA5CpV1B/Nct6bytHbkVQV2P03lqm/ia361a/u90j2YZXNoW3Yl+brlQx7D9u1biay5neX5FwqOW5qP33rfwzfi7yRDd4sOQ4OzDw9z2bExpoTHJnhwZ40iON7Rq20U2P00FWtvxde2Dd0x0QyfVE4WokRMmCDphRde4IILLiAWi3H66adLkDRM/dX3Ge8loBEbV+cSWroF8kl3ZkjXQXVUmfaF3VmlZR+Cf98OkVq3yGIu4fYxUw6gue06UO51dAOide5SXK9luM7ZmPzutSx56hN4DR0t1YDj2OSVjrtfS2Hg5tfcEf4v/hY4G8dRNCRzfP8DS1lx+JQDP54hLgkezHP99fcsZn5NlGxH37XA7qepeexqjNR+QEN11Ffq7JFmBytpPunLgw6UNCtDdOOviG66H90uLPj4tO9kvhD/D/ZS+H99xtwgH15exmGx0U+jdLfvh3F8MVSxWlYjxGvolNU/S+Qfn0PPj9z/rxBi5EyIQhrJZJKLLrqIu+66i4qKigNfQRTVu75PwGug6xoBr0FdzE8yZ3P7ym04ztjGzSM2LsdxZ1xySbA78mcMn9vQVfcCHb3KsgnY9AhoHvcNSSl3Bkk5oBlu7aDOAohGx/Uybe6yXC7p3kdHZWld11hyWBnLq218WGjZNlAOSvd2LBFpKHQsDHQUZ2UfRVPO4Apc9nw80anujJemdxSF7DuWkXiu41mLHz++tXv3mnIoX/0T9HST+1h0jzsGXUd1zKzo2TZiL9/nPo8DUQ6h7Y9S96eLKHv5fwsCpNc983hf7mtcHL+qIEA6cUaAu8+r4WunV416gKR0L3agEis2CztcOyoBkkfXKQt6mVYeZEZ5gNjqn7gB0gj9/wohRtaECJKuuuoqzj77bM4448BNN3O5HPF4vOBLuIZS32dCjquzT5k3CHbOnQHqvLmuPmU58IUgUQ+xqe4ndjPtLrF1Xr7zzb4jGCjob9azt1pPnRWyO25H1zV0rbugtQbY6FQ6LcyxttGeyvG28r0sTr8Ae9cVfyMcSp+3QervuVZKYTmKiN/DzuYUW/enAPDVr8XbtBFNKXcGqdc43FklhbdtO96Wzf3er69pIzWPXknVs9/Ck2nqOt6uV/B58+O8NXkDa9QRXceX1vm49ZwpfO/MauZXjW4bEccTxArVYcVm4gQqRjwZW9PctiB1ZQFmVoWoivjdXKNR+P8VQoyski8BcP/997N27VpeeOGFA18YN2/phhtuGOVRTUzj1eNszMbV2aesc/anz2eAjj5lmg5OFhaeA+v+t3sWSfWaRdI7c1B0wHbzlHzh4r3V6pa6S3LpJlAeNA08uoZpKxQKDw45vChgXmI1F2v3cHSiAf1Pdv85RqPQ563Yc+04boCklLslP6EU7ZkceiaHr3ULutPZcqRIgrbmLidqjomea+9z2kg3ULbup4R3PFZw3NS83GW9i1uz7yZF94zNgiovHz+ujDdN949qleyxqIjt9xpE/B6ifk/x5Pyx7uMnhBiykg6Sdu3axdVXX83f//53AoHAga8AfOlLX+Laa6/t+jkejzNjxozRGuKEMh49zsZ0XJ19yjrzijq73XdR7nHluJebdxpMXwaPf71jNsfsuJ7WsUTXed2O2+uciSrWW03XYfll8NfPu7ejeTA0HXSFcmwcdNqJEFAmHzT+RswLvlBVdw7K/o1u7lHPHJRR6PPW87n2azq2owrqHuVtRYQ8dU4jRs6L4y/D0b3oZLqfv55UR2K67l62k2Zlib7yG6Kv/BrdzhVc5W/Om/mmeSG7VU3XsZllHj6yPMaK2aNbJburyaw/5v4fj7AhNZMd6z5+QoghK+kgac2aNTQ0NLB8eXdCqG3bPPnkk9xyyy3kcjkMo/APkd/vx+8fn0aWpW6se5yN+bh69ikz/GBnu7vdK+XOBHkCkE9D3VHd2+hnPQq/OAuat0KoGpL73aU11REUODZ4gu5XYl//vdWWXw5r/xcaNoJtg2ZjoKF8IWx/FVVmEkNpGIaGFpvWvcTiDbrjSuxzc1Bmn+qOaxT6vHU+16/sjVMVLgw6lXLwZJo4slIxu9KdRTMrD8cqn4vRsB7NsVG6VjAOzbFRmo5ZPhez8nBQitCOxyh78ad40o0Ft79JzeK/8x/iObWo61hN2OCKZTHOmj+6VbKV7sP2l6F80RGviK1pGiGfO2s0pGayY93HTwgxZCWdk/S2t72NDRs28OKLL3Z9HXfccVx00UW8+OKLfQIkMbDOHmcRv0F9PEfGtHEcRca0qY/nRrzH2ZiPq7NPmT8CRkf8b+fdZO3OWSLd427/79kfzfDA277q7nrLxSFQ5i7J2aZ7fXQIlrtBzEC91XQd3v51KJvh3kekDipmocWm4XfS+H1+PIYHLVQ5uByUno8nsa+jIa3jfj/QWAZ4ri958ywCXp3GZI6s5eAohW3m8Cb3UuPNcu7RU+l6qjWN+FEX4wTKAeVu/1cOOA6a7S7DOYFy4kddjK95EzV//wRVq75RECA1U8Z15kc5O/etrgCpPKDz6TeX8ZsP1HH24eFRC5AcTxArPBUrNgPlj41ogOQ1dKrCfmZWhqiNBQj7PUNbIhyF/18hxMiaMCUAOp122mkcc8wxUgLgIBTUyOnocVZydZIOZlyDqZNUbFt1z3pE+ZSb0A1uore3b52kA95/77pGc1cUlh3oTTnuLNZ5t8H8Mw58e0Oso2PaDo2JHFnTZt3OVn79/C52NacIOAmmaEmmlgc49+ipHFlkxs5Xv4bytbfjbX+9T52k+OIPEtrzLOHXHy24Th4Pv7DeyS3We0jiFmAMezUuXBLlA6NYJXs08410zW3AGw2MYAXsUaiDJYQYGRIkHaIO+YrbB7peutmd2VEaZFuGXuW6WIXs+vV9C1j2ZGbc4Ow/74Npxx749oYwwxDPmrQk8zg9ft0dK8/unW+QSieI+r3Mqg4x4FOtFN7m1/A1vQJAvmI+gYYXiW28D93OFlz0Ufs4vmVdxE5VC4Df0HjfkWEuWhoj5h+l4GgU842CHctpkaHOFg3WKFRUF0IcvAkXJA2VBEli0BwH9r4Iezp2Uh52HEw9duTerPprhQJuDkpnvtPFD47YfdqOYn97lpd2t9OezVMW8DG/NoyRT2BkmgfdlLaAUgR3PkH5utvxpOoLTm1yZvJ16xKedRYDbpXsc48Ic+kxMapHqUr2aOUbeQ29Kwnb28/OSyHE5FbSidtCjJntK+EfX4WGTR35S7jLHjWL3DyjkVj26MxBeeQaNyDqU2F5ZHNQMnmbv728j/ue28mu5hSmowhoDkdV5Hn/koqiy2oH4m15jfLVPyHQ+FLB8WYV5QfWBdxvn46DjgacMS/Eh5fFmD5KRSDdXmrlI1r0UdM0wn6DqN9L0Cc5j0Ic6mQmSUwuw1m22L4SHvq4Wy8JOooJdrYmASI1cP4dI5cfMso5KEopWtMm/3p1Pz/8x2bSeZtYwEtMzxCx2kjn8gS9BpefPHvQgZKeaaZs/V2Et/21oxOdy1QG99hn8RPrfOKEAThlZoCPLC9jXuXI9zpT6Dj+GI4vNqK91DqX08K+fmoaCSEOSTKTJCaP4QQfna0/0h1VoA1fjyrdXjdQSjXBUz/s3pp/sOaucG9rFHJQ8pZDYzJHJm/x6+d3kc7b1IQNKlQbQZUBA/whL61pk4df2sfCqbGB85DsHNFXHyD28i/RrXTBqcfsY/mWdTGvq6kALJvq52PHxVhcM/IlOLqX1CLFk96HoXM5LRrw4Om9nCY5QkIIJEgSk0V/jWCLFWnsqX69exlHuaUAegYMna1MHBsaXnEv2zuherh0feRuq0N72qQlnUcpxdb9KXY1p6jx29SqVoyOZrTgttwN+z3Ut2V4oynNnCmhvjemFMFdT1K+7jY8yX0FpzY70/mGdQlPOUcDsLDay8eOK+O4aSNfJdvxhnF8ZSO2pKZrGiG/QSzg7X93muw2E0J0kCBJTHy9G8EeqEhjT+nmjlpIxdqYQFfUZOdLtj2EZXfOHnUHQu2ZHBG7jTp/Hl31DVy8hkYqr0jkzL7nWrdSvuYnBPavKzjeqiLcZL2PX9lnYGMwq9zDR5eX8ZZZgRENjtxdatERXVILeA0iAQ+RAy2nDTfYFkJMShIkiYlvKI1Ce8/ehKrcJbaibUygq4+b4SvJ9hCJrElzMo/j2PgaX8bItmB7I9TYIaKkSGU1fB4Dn0dD6zFNZtoKr6YR9XcHIXq2lbL1PyO87c9oqnvXm6V0fmm/nZut99FOhLqIWyX7zHkhjBHM3xnpXWoeXXcDI78Hn2cQS2UHE2wLISYlCZLExHcwjULrlrrb7t94GmyrMCeps5UJGtQcWVLtIWxH0ZTMkcpZBHY/TfnaW/G2bkWzc5iOTsKu5vD8ClY7C9A1E5+hUx7yEvAYKBSpnMWMyhCzqkNgm0Q3/57YhnvRzVTB/TxhL+Ub1sVsU9OpDOpcc0yMc48I4zNGLjhyPMGOXWpFlv2GSNM0wj531ijkG+Kft4MJtoUQk5IESWLiO5hGoZ3b8htfdXe32fkiu9umwKnXlszsQSZv05jIYTkOgd1PM+WJL6LlEjj+CGkVIJ5JUcsuPuN9gJvM97PWWeAmdCdylId8mLZD0Gtw7pI6Qns6AqzEnoL72OZM5RvWJTzhHEPEp/HRjirZQe/IPAcKDeWLYvvLOmbyDo7f213scdizW72DbTPdXa3dGxo42BZCTEoSJImJ72Abhc5d4W7xH+06SQepc2t/WzrfccChfO2taLk4drAK0GjLZjHxYlFOBe1c4nuCjdYC8jbYCtozJkfURrlwXo7lr95AoH51wX20qxA/st7H/9pvxzC8XHR0hIuOjhIdoSrZSvN0b+HXD64OUedyWthv4PeMQE2jzmA70wqZNrCyuMutmvu6Cpb3H2wLISYlCZLExDcSRRrnroCP/mtwFbfHYXu4aTs0JHLkzO7kbF/DerzNr+H4Imho5Cwby7Y7kqg1kirMNLWfN0Ua2ezMIGfZBO0EXwr/k2mr/1KQd2QrjV/ZZ3CT9T7iWox3LwrzoWNiVIdGpqCiYwRw/GUob/ig8o06d6eNSrHHuqUQrob6De7Phgc3R81xZ5XMtNv7r4SWXYUQo0uCJDHmRqVv3NwV7s6jzq3b2Tb3U3/tYpyTr2Gj7xhaNjdSHvTiKMX63e1oCo6ZWc6S6WXouoaDxkbm0VIxwx3X1CLjGsb2cMe22bZhFZm2BoLlNcw76gT0hpf7DbJ6X7728DfRkrYK+q5p+RS+ls1oTh5luAUhbaXcPXpK4SOPBxsfeaJOgpCheJd6kvPsPxPZlSkY31P2UXzDuoQtagZnzg9xxbExpo1QlWzHG8EOlB90o9mQz50xGrXeab113Yfq/nly190dG1J/SkwwUnFbjKlVW5u4feU2tjUk3R1Whsa8mghXrpjHSfOrD/4Oev0RXpWazu1Pvs62hiSpnE0qb2E7CjQ3P9tr6BxeG+HdS6fx5JamgcfV3/bwTCv4I0W3h7/89J9QT93ElNxOPFjoOHg1hd/nw+f19Amyel/ewkO9bwbx5Z/ksGXvAMfGyDShm0m8za9R9eSXUZ4gGAFylk080U4FcbxYuGEfNDAFn2ZSpVoLxva6U8s3rYt53FnGqbOCfHR5GXMqDn7L/UjlG/k8OlG/l7Df6FvscTTsXec2IAbItvddbguUueeKNSAWByb1p8QEJEGSGDOrtjZx/UMbSOYsKkI+fIZO3nZoTZtE/AY3nr9kZAKlIvfn9+jsj2exevRz9egdG9gU6BpEAh5qooHi45pbOeTmtC8//SfKH/8CAZUmqcXwYlGjGtGxcTCwItMJBgJdQdbrsy/Au+5eAipNQoti4cNDnqhKkNFCvHH8/2Pm4ceiKavrfqv/+Vm8rdtwQlPc5aBkPToODho6NhoaBoW/4nEV5MfWe7nXPoslU8MjViXbbRlShuOPgT68maghb9sfSVsfgz98AiK1gAZWxk3e1z3gCQIKkvvhvNtg/hljO7aJbhgfMIQoBTLPKcaE4yhuX7mNZM6iLhYg4DXQdY2A16Au5ieZs7l95TYcZ2Ri9p73Vxv105bOFwRI4AZHHsPtRGYrsGyF36sXH9feIWwPx10yU0/dRECladWrMTUf5aoNDYWJF1CoVKNbSTo6FZVLUr3uVgIqRYtWjakFUJqOqQVooZKQSlK17haUnS+43/jii1DeMHqqEU+mCQ8ODmBgYygKAiRbafzaeiun537IM5Xn8b131vGjd00pHiAphbf5Nfx7n8fb/NqAS01K92IHqrDKZuEEK4ccIOmaRiTgYWpZkJlVISrDvrEPkKBwl6SmuTva/DH3u6YNvEtS9K93/Slv0G0t0/HaJ5d0zzvOgW9LiDEmOUlieIaYW7Bxb5xtDUkqQr4+OSWaplEe8rKtIcnGvXGWHFZ20MPbuDfO9v1x3uTfSSwbx2N7eInZKHQ3xlHds0idcpZDNu90JQT3HNcbu1PMGUItpm0bVjElt5OkFgNNw6+y+DCx0QENBx2vypPLJAkEI+R1P0HVRJzqgiBMUw4ezSGtQlSZ9ex+fQNT5nUnDufrltPy5s9S9uKd+JtfdYfSMTPWs8XKs/aRfN26hFxkBte+aQqnDlAl21e/htjGX+GJ70RzTJTuxYrNJL74IvJ1y7su53hCHcnYQ69vpGkawY4q2GGfMTZ5RgdysLskRXFSf0pMYBIkiaEbRm5BSzqPaSt8/eSW+A2ddkfRks4XPT9UzvaV/CD/feaaezEwyRoG2/Rp3G6/m3+rxdCRh9tzgkQpsBx3HqbPuIgyZwi1mDJtDVRgYWlujo+BjYZCdUzeqo4K345logDTBg+q47g7GAMbHffTtYWXMGmsVEufu87XLSc7/WS8zZvd++nxPvSGU8ON1kVs1OZydfARTjn57VjTZ/b7vPnq11D53A/QzBSOP4YyysDO423dRuVzP6DlzZ8jO/O0Yecb+b0GEZ+HSOAg6hmNlpHYJSn6Ophir0KMM/ltF0PTmVuwfyP4wm7+hi/c3dtq+8qiV6sM+fAaGnm7+JR6znbw6hqVoYMvLMj2lSxc/RUWsIM0AZqpJEWAhfpObvT8jBO1jeDmbhcEFJrm5sQUG5dv+jFuIJhp7bv01DnLUL2ga5YhWF6DhUHISRFSKXRlo9DQOpa/tM6EYMND3nbQOwIkDYWmHLwdSd6dPJhYePCEKwvu2hPfReW/rqP8pZ9h0F0eIKkCfMf8Ty60vsoJkQb+VnkT5wXWoQUGmKVTitjGX7kBUmgKGAFAByOAHapBszJEX/u9W5NpCAGSR9cpD/k4rCLE9PIgZSFv6QVInTp3SdYuhnzKzUHKp9yfz7lJ8maGo+cyZjGyjClKmMwkicE7iN5Wi6fFmFcTYdO+BHUxvWB5RSlFW9pk0dQoi6cdZHJ9xxh9dpp2zxSylrtTLef4qVde6rRW/sv4E886i9A0nZ7v1X6PTsDXPe6CcU0vH9Isw7yIRUrLE1ItKEfvCIkUHsBEQ8fB1HzovhA4Cp/KkSZEgDR55XNzNroG4hAmxX7vDKrmLAFAyyeIvnQPkc0PYqju4MhRGr+zV3CH/W7eG3mZv4R+SkjPo6dbMSvmYVYe3u9T523ZjCe+00287pjRUpoGmgGajhOsxNu2DV/jy+Rrjh7wv0HXNMJ+D9GAh4B3hOsZjba5K9zXsGxVHxmyjCkmMPmtF4M3lNyCXnRd48oV84j4DerjOTKmjeMoMqZNfTxHxG9w5Yp5B18vqWOMWrCCmlgAQ3ebuRq62+C1TUWYp+1lsbYDXXOTtTXA0Nwk7qzp9D+uwc4ybF+J/pdrCXh1HNxeaaqjvayOg488oGEHq9GtLEaqHscbYs/8/yRPkDLa8KgcKAePylFGGzmCJBdfjI5DaPMfqH7og5S99ruCAOk5ZyEfyH+NN4wZ/LbqDj4WeYqQSqCnG3G8YeKLLxqwkKOea3dzkAwfSjdQhtedMdIN0DSU4UdzLIxs3yU/6Oib5vdQEwswqyrElKh/4gVInXTdzY+Zf4b7XQKk4etcxvRH3A8YZgaU435P7JNlTFHSZCZJDN5B5hacNL+aG89f0lUnqd1ReHWNRVOjI1cnqccYI5rO9PKgW6nactB1jbzjoVyzqNISOAp8BryjqoGzZntYVQ//bK2jXWn9j+tAsww9Ztu8lbPJpOKo5H68Kt+1eKYwsH0xguRQeYt8xTwSi/6DSN1ydkfmENl4H1VmvZuDhIf93hkkF1/MzMoQ/j99mPLU6wUPebeq5rvmf1IWCvCdJa0c1rwJT7wVLWOhdA9mxbw+SdfF2MFqNxBSClVkh5pm51C6BztQuOQ3In3TxOQ2QLFXqZMkSpkESWLwDqaRbIeT5ldzwtyqka+43c8YI34PYb+HjGljOwqPk8Uww7x/yTF80Exw4r5fEk2+jrbN5B26l0+WzWRV3SUwZwXnHj0VT7Gt6J2zDMX0mm0LRspQkTKy6SSWmcfAwavZtJ/4JZQ3hELDqpjfNcNTt/hUnEUns/v1DZjJFtoI4Q1GmbvlHmpf/HfBXaWUn9utd9Ponc61Ff9ihrUT9UaYljddi/JF0XPtOP4yd4ltgBkkxxPE8Zdjls3B3HA4vqZN2J5gn2URPdtGvnoR+SlH4TV0NzAKePCORaFHMfHJMqaYgCRIEoM3QrkFuq4Nfpv/UNsY1C1FVS/A2vcy2UANhqET9BqEvEZH0cc41C7m3AVB+POXu4rbJW2D1kSSYPwVljfewP+8eiUPrjtx6DNcvWbbFGA5Ct0XwucLgXLQUvsBrd/8IF3XaQzO4R+vKU5o/RPvVk/g06yCyzxgv4XnjGO5vGI1870vuU+Vbwp6upHYK7+m6a0/GDAwUmgobwQ7UFbQMqRt2VVMeeKL7hJgoNydWbJz6Nk2lC+CeeLVTKsIT9xlNDG+BvqAIUQJkiBJDN5Yb5EeRqmBVdtbWJl4BxdnXiWY2UOcCJrHT21II2TH3TGefA08c3NXAnoyb7OnPYPteMhoVVTTzKXOQ1y590iuf2jD0CqBByvcYCzdguMNYen+gm39mplGaRrKE+j3Jl7Z08qWlb/lS87DVGnxgnpHq53D+aNzKudFN/HuwN96XVPD8cfwxHfibdmMWXVEn9tWmgfHH8Xxlbm5Rr1kDzuFxtO+Q/naW/G2bnXzlAwv1C3GOPUzlM09bXDPgxBCTAISJImhGavcgv7aGHSWGijSxqC7Dck8WkKf4ML875lu78GwkiQSHnK1C6k48wsQiHUtiSlNoyGRw3ZU17JRQkWZqfZwUmQPz6RncPvKbZwwt6r4kmDPma7WN2DTn1DZdrBN0A0Mw48dqnELLtomenbgXWbJHWuY88xNnMXOguBor6rkR85/0EaU73l/SiBQS9F9F4YPLZ9Az7UXDtMIdBR+DA84wwRuoNQ+51Riba8QzLejR0p4WUQapgohRpEESWLoRju3YCilBgDq1+Mkm/nr4/tIZWuoKwvxqraM/w4cw1x7GzG7ne2ZILrnaO6ZfQL69se7lsQypk3OcgrqI5l4iaokZSo+cCXwnjNduSTk4ihNw/ZF0R0bzXHQnDRafBd2sALNNvvdZZZq3k3+qVs4OrWq4HhG+fi5czZP+N9GxGcw3dpBLm9g5LPu8l1vdh6le3D87lgdbxjHXz7gzFWngNcg7HcrYHsMHcqPP+B1xpU0TBVCjDIJksTwjGZuwWBLDay5GzY9DE1bsM0cV2UU7zEO4yHrAl7yLkVpOts8C8ADGd0m3Zh2g50eyd2240WpwrJEXkwszUNcj+HX+6kE3nOmy/Ch8gnAAQVGrg2l+3A0Dc2x0JSJkW0lN+Vo4kddXLDLLJ1O0vDk3byp6Q/4NbPgLh62T+S3vvMx/FGiHU/DHs8M9uRrWJTfD74gBdNNKPRcHLNiPtm643AC5Qcs+thZATvs7wiMenEcNXpJ9gdjGDONQggxVBIkidIzmFIDyQZ48nvurFOwgqwRI5WJM9fZwSeSt3Bb5JO85O1OIC9oezK/OwHdCNSgdbQocXu6KaIqwRueOWw35pGzilQC7znT5Yug2ndBj3pFAJqTB82L3bHTT7NN2o/5OGb1QgByps3mVX/k+F33cITWVhDrrHfmcpd+AYnoLDy94pG8o/FH7e0c4XkQT7rRLfxo+MDOo+cSOP4orW+6Fidc0+/T6/PoXbv+BtqZtmprEz99YgvG/g1E7HaSRhl27RL+67QFI1OuYbiGMdMoy3FCiOGQIEmUngOVGjCzYKbdwKJsJmgaBjZ5zU8TfqpVM+/P/I4NniWojimigrYnPRLQg9kGorof07YJaXkCKktSi/JA8AM4aLSl830rgXfMdKlAOSqxF60rQOronNv5k7LR80nsyDS0bAt6Po7lKNaufZ5Fr93Ou9heEBztVxU8f9gV/DV1OHvas1RoHa1LOigUqZxFU+VSEkvnEXulowltPokyvORrjqJt2VVkDzulz1Nm6BoRv4dowIuvWFmDXlZtbeJ3D/yKT2QfYI62Dy8WpuXh9d3T+L8H3gfvv2hEA6UhzVgNY6ZRluOEEMMhQZIYf72Tb2uXDFxqINXo/jtc03Uu6DXwe3SypkNCjzLd3s1cexvbPAtwlENTMsf08iCOUjiOQu9IQNf+8VWmZl4BTFC4xRv1OnKWTX26n0rg6WYcO4+t+zGsHEoz0JRDzwAJ3JYemp1HM5PYmpen9ijKVn6J9zmFeUdZ5eW56vdS+5ZLOSYUwbc3zt3P7KA1bXbM9miYthsgBb0G5x49lfzUGA0zTsFI7MEwU9iBSvJTjipcNwRCPrc1SMhnFLSCGfi/Q7Hy0Qf4TPY2olqWuBYlgRcvJofzBp/J3savHvVzwtyPj8jS26qtTV0FRk3bbSMzrybSf/mFYcw0ynKcEGI4JEgS46u/5Nt5b4W2N4qXGuhMQu7xJqkBNVE/e9oypB0PEc0iarfTksvTkMjiKNjdkuHK+9Z0vwHrQC6O4Q+T1YK05DRytkal3cTV6duomnINK856f8Ebte0o2okS1TxgZdAcp6M6deEskksHx+Gp1Ez2OeW877XrCfTKO3oxcir+Uz7B3KrpXceOnBbj8pNn8/BL+6hvy5DKK7yaxozKEOcePY2Fs6ZhduQb2ZFpfZ5Sj64TDbjBUbE8owPZuKeNtzb9mghZmrSqrkA0j59mfFSqZt7a9Gs27vkPlsyoGPLt99S9I9GiIuTDZ+jkbYdN+xL9l18YxkwjMKgeg0II0ZMESWL8DJR82/YGLL8cte2fmPtfQ9ktaIYXb+1itEXnwlM/7PMmGfF7mF4epC0ex7QMtiT91Oez6BrUxfyUB31db8BffnA9D8Z+SEUuCWUzCWgaU8GtzG2XUZZt4IvRv6HN/VjX7SeyJi2pPHZsEYGK+fj2r3cbwOIGSprTMwDSeN5ewHP2EVzgWclb9cJ+Zzu9c0m/+WqqZhVPfj9yWoyFU2O80ZQmkTOJBvwcNq0WAuXYRVqGGLrWNWt0sIUe83teZKbaQ0KPFl3OSupRZjp72LvnRZhx+rDvx3EUt6/cRjJnURcLdM10BXSDuphOfTxXvPzCgYqaFplp7Dn+gh6DUthQCDEACZLE+OiZfBupAzsL+SToHvfnZD2tGx7lGuN69PxGwnY7bVqUtpaFnNpUw0eDM4m2voLHHwJNI6sFsPQAhq4x3Z8lUbOIVOZIom1ZppcH0TS3ea3lOMT8BjWpVzGzr5GJlRPQ3Oazmpkm5FigLNA12LsOZ/3/8WLFmbzRmiXoMZhfG0ZXivSMt+Bt3IhSCk3ZOJoHXfOgKYuXndk8aJ/Cu41/c7X3oYKH3abFaJn1LkJHnI5WtXDAp0hHscDYixYwsaKHkQ9WFiynaZpGyOf2TRvKctqBVJLAi0VSeQs3z3XIKS9hElSS6D44UL2ifs5t3BtnW0OSipCvz9g1Teu//MKBipoWmWkscIAeg2Ouv+fuYGpASf0oIUaEBElifHQm3xo+aH0drCzucpUGngBZT5T8/lex9Q1s9S6gLWeSMW2cVIpowyO0ebZTrrdBvg0AP6DhJYePuKecDdM/RPNLFlOiAdKmQ2MiS85ysB2FUjBDbwVvnh1tFuXJRqbQjsfJgtPd/kMB9h+vIsAs/qpdzIvG0ZwT2cSV2kOE07vI5TL4UHhQaMpkizOdu6138ibjVb7mva/g4eaVQRtRptBO7I0HcPb+DbNyfr+NZ30N64m+8hu8ba+jKQulezEr5tO27Cqc2W8hGvCOWkPZWYfNoMXwott5HPrWVzJUHgwvsw6b4R4YqF4R9HuuxToS01b4+lkSLNiR2NtARU37mWnsMogeg2NmoOXmbf8cXtK51I8SYsRoSqneiRSTSjwep6ysjPb2dmKx2IGvIMbG1sfggY+AmQLldLTIcPN6lGNjOZDGzzf9n+OPyUVYjoOj4ER9Iz/03MYUrQ0AraPpR+dEhImHW7UPcr/3PWTzDuUhL/vas9hKoeP2UVPAUdp27vDehKZrVNGGBwcdp09mkQOATgtl/MlzFu+wHiNIliRhTDz4sMgpnZ9b76SGNj7u+TMhLVfwUJtVlEot4Y62I8lbaTrKE8Dxl9Py5s92BUqOEcDXvInqp/8bLZ8s6J9m5NrR/BH0c28e3Tc7x6H1znNx6l9mP5UYuo6ugaPAdhxqaUGvO4qKjz0MO54qvmSaae1ue+LYRVrYRNh+wre4+HE/YX/xJcKMaZPOWdxxyXH99/orNmMCcN973eW4niUCoKN/3z43mLr4wfGdXelvuTm5351V9UUgUtvneRsw6by/2xzMdYUQfcj8qxgfwQo3udax3SU2TXffzDQdR/Og4RAgz86sD8txizRqOFxp/JFKLY5CI98xc5THS14Z2B0v5xX6evKmRca0aIi7AZJHA1uprgDoFTWbbWoq1aoVg+6dacU+MSgUZbRzgfUnwmRpdMrIOF7aifIj873cYp7PJz1/5DPeBwsCpAQhHKV3BEgdNN3NX1KO2+w2nyK28Vc4RgArPA07MpWyl36Olk9ih+tQ3iCGYeANhDFiU9HzSXeWwHEKxug4ig2721m5uZENu9txnIP47KPrVJz5BULRMqbprXidLJZt43WyTNNbCUXL3fYuUFivyBt0/x+9QffndBOkmtzl097ncknmvHon86eEaE2b9P6sppSiLW0yryZSWH6hyFiZdizMP8P9ruvdy3H+iBsQmRk3EDcz7s8j3WNwOHrXeup8fjwBdzbTscG2ij5vxf7/B7zNwVxXCFGULLeJ8aF6LhP1XTLqfMvMWwpD17BsxWJtBwv1XegobLpnHtz5HwNQGDjMdt7ghNBuHstPI2s5eD0aoHW9EWsaOErnUed4TtJfQUOhFwmPOqsU2ejoOIRI00QVKRXkAfstbFHTuc77fxynby64Xkb50PwRwvl2dzZFOT1uUXUESgaancfxl+FJ7MHINGNHp+NreAlv61ZUsByPR0fvyJfqGniRpOMhb6EfjLkrCJ7/EwJP30Ro/2soO9mROH8MWueyzd51/dcrsjLu1JOGm2+m92ih0vE4tKYtfPbkLFe3GtTHc5SHvPgNnZzt0JY2i5dfGML4x6TH4HD1V+vJyrgzP4YH7Jz7QcLb8dwdKOl8sPWjJGFdiEGTIEmMj2yL+8c/n+zImzBwJzYdNMdGoZPFTzlJUG54Uakl8OHmDDlFAyv3mFdZVGtJfIaObdvYtkLXugMv1fHevU+rI0GQICZ+8r1uy6X1+J5TXu6z38afreO50vMwN3p+UXAdW2mkCdKolVOjK/xakZmprvqQOhoWyvChWxn0TDNb9ieJ7tlFjW3i9QWLJ2L3Sjoe1hb6wZq7Am32qfj6SwAeqF6RY3c/2B55Xr0fx9IqmxvPP6YryGt3FF5dY9HU6MEFeR3jH9Uegwejv+fOsXCfNw/QMaPU00BJ54OpH1VKCetCTAASJInxEaoCX9hdEsm0dSRu24CG5g3SbgexbIdWoqC5cUWLipLHQxh351fvQEnrCElMzUOTihLyefDoGnlbYdrdbza6Bh5Dp1VFSBMgTZhamrpyknpSgKkM/s8+jbussznH+DcP+/8f4V55R2nlx6/lSBNEoaMZWlfQVjhId1YLTbmXUw55ZfCTf7fyRPxl5ttt/I+tMM02KmIxIv5ev6I9ko6HvYV+KAbq0TdQvaKuHDPc5dTeejyOk6ZVc8LcqtHpETeaPQYPRn/PXVfNLfd3oSuvq9NASecHqh9VSgnrQkwQJfCRShySOmvdWDmonAuVc6B8FlTOQaucS5nXYbc+nVeYjW27wc9GNZtXnRk4uG1IetI6ltocNHbos1idncERdVGWHFZG2G8wsyJEwKtjaOA1NDQUG5xZ7GAaAfJk8fYZolIaf7RP5F35b7PKOYpf+b7NF7y/LQiQsvjYxxTympc0Ybzk0DUNEx+27u2oxN09ys4t/JpjgeHHyaXZmKvhsdZaIgEvrdGF7DYOI2jF2dOaJpmzeg7ITcCtXgB1S4e0hX5UdP4fZlrdsfXkCbrRKBoYvXbI9XocALquseSwMlYcPoUlh5WVRhPd0dTfc+cJujM+tvv66Fpqg6LP26BuczDXFUIUJUGSGB+9k2vR3JklNEjswxcqI/jWz3FEXRmarnVk8+jcbr+HVmJoKLxY6B270ryajYainRh3qvMJB7x84rR5fOK0+UT8HuI5m8qwD10D01KYlgJ0fmW8lzS+jqwk99dBKfinfSxn52/kZ9a5fM97F7f7fsQMvbFr+JbSaaSMRsoJkCVDkPudM0irAGWqlXgqQaMdpnChSQNlu0UnNR3N8NDqBPg551FbFiLgNdAMg4fCF5DTQ1SpFtricVQ/Scct6fwBt9Cb/W2hH43/w94J0qFqCFdDsr40k6fHU3/PnZV1Z5N0w81LGsrzNhES1oWYYKQEgBhfB6jp4jiKXz+/k988v5PdLRnSpsWb1ctc5/k1h+u78eDmvlh42MYMbvdeSlvdiQX5LKu2NnHrE1vZuj9JKm+TM23QoNxjMt2T4K3hbXzQ+Cfl6R28kJnO983384aq47Oe3/IfxhPoWveviI1O3l8FyiFvmuSUwR5q+D1n8Lw1j+XGVi7U/0Wd2t+xa87Bg0PQq+F1cmiO7b4B+mMkKhZxfcMZvBo8ts8W+KPN9Zyf+i2H2bupCmp4vf4+tW427G7n479cfXBb6EfCMOskjXvydCmQOklClDQJksSY6bfT+yCqA3detymVoy1lUhE0mJ7dzLzcJgC2+ReyN7SQynCgIJ/FdhRt6TxtaZMt+5O0Z/PEfApfrpVsKk7U72VWdYgtTTnu+vc+1jUoLjP+xqc8fyCqZQrG0Fz9JrInfBonNgNvy2a0bBt7sgH2+mby0Lp9NCXzeMNltJghZqsdVGpJMt4Yz6em846aJm54Wy16pgVClRCewsrEND73uw3URP1Fl5eUbVORfJXPn1LN0YfP7fO8OI7i0rufZ9O+BHUxf8GSm1KK+niORVOj3Hv5m0Z/+WoYFbdFB6m4LUTJkiBJjIlR2aY+ANtRtGdM4hkTp/Ml7lgE9qzCk9iL449hVh7OjnaLn62Js3JHmrfra/iy51fM1vcX3JYZm0Xb8k+Rnfamovf1emOabz++izYtRnsO8rbt7qDTIOD1UBb0opTqM6MzEjNB3bvb7KJb6A9qd5sQQhziZHebGHU9t6lXBj0sYgchu41de0N8+cEk33rv0hF7I7dsh/aMSSJrdQdHQPD1v1O+7jY87W+gW1l2q2p+ZL+fP6SXskDbxX3eX3KKsbHgtmxflPjRV5Bc8J7iO7QAxxthvxFhtxUnk7fczduGjqa5uU1Z013eC/k9fXKDFk+LMa8m0jETpPeZCWpLmyyaGh2wmOJJ86u58fwlo7OFXgghDnESJIlR1XOb+pnB1/hA9gGm27vxKAtL87A9PY1/PfpBTpj78YNaEspbDm2ZPKmcXVC9WTMzhF7/G5XPfgc910aTHeS23Hv5tf1WoqT5uucXXGj8E6NH3pHSDJIL3kP86Mtx/MVncBxvBCdYSSgYZKaTIm87KMDr0eks/6hpoBlgWg5Z06Y8WLiDTtc1rlwxj+sf2nBQxRRPmj+KW+iFEOIQJkGSGFWd29RP923iqtTthFSauBbF1Lx4MVnAG0xvvJkdq2cy903vGvLtm7ZDazpPMturYKGdw8i0oJspYhvuIZnNcVf2HO62zsLC4EPGo1zteYiYli64Wmbq8bQt+yRW+Zyi9+d4w+ihKsojESIBt8FsfXu2e8d1V7HIHj/Td0d2p5GaCercQi+EEGLkSJAkRlVLOo9l2Vxo/56QStOkVXW1TMjjp0X3UeE0E157Cxz3jkEnl5odsy3JnFU4c2Rl0bOt6JYb/NgNm/n5/gXclfkY7YR5q76OL3t+xTx9X8HtObqP5lNvIDv9pL4tHQA8AQJltUSj0T75Q20Zk6DXIGMqTEfh0Ttb9boNdQ1dI+gzaMuYRR+LzAQJIURpkiBJjKrKkI/F+g6mW3uIa9GuAMTtv6pQCuJEOCzx+qB6SvUXHHXNHHUER6ateOS1FPeuDdCcO5cF2m5+4vkJbzE2FNxe1y04Nka6sU+ApBt+IhU1RMsq+g1aKkM+wn6DSMCgPWOSs5yuxO2gVycW9IJyL9cfmQkSQojSI0GSKNDvNv1hWjwtxqIyE6PJxNSiOEph2aogqdrRPWCnBuwpZdkObR0J2YXBkYmRbUU3E+6PjuKx7Wl+sTbO3oRNOWlu8DzARcbjeLTu6te9V780bGIb7sWMzSBftxzD4yNaUUMkVoF2gNmtngnYsypD5CyF5Th4dB2/R2N/In/ABGwhhBClR4Ik0WU0tunrusZZxx+J/TcPOHnyTt/2Hz5MWnOK+maDpfMLz1m2Qzxr0Z4xC4Mjx0bPtaHn2tFQKKV4emeWn61pZ3urhQeLy4zHuMbze8q1VMFtFksPUhhg5yl/5TdYS84hXDal+LJbP4+xMwF7fyJPechL2OchZzvsT+QPrpv9RCQ1eoQQk4TUSRJA/93kW0ei3o7j0HrnOdj1L7PPqaAzs1nXNDw6TKGFzWoWtx32Xe654gQ0DdJ5m0TWIp3vlZCtFHquHT3Xhqbc/m1r9ma5c3WcVxrdLfan6S/y/zz3MV/fW3jVfgeoobxBCE9Ft7Nw4a+G1RS1IMjsSMAezVpQXUopKJFqz0KISURmksSId5MvtmTXuuyTeP9yLdP0NhJahDw+/JpJVCXIaCEeCL6fLQ0pntvewvSKIJbjFN6oUmj5BEa2FU25gdOmxjx3rm5n9V634ew8bQ//z3MfpxvrC8fjDZOdcjSBvS+g9eqm1nHj6IEyCIQhmRxw2W8g45KAXUpByfaV8Mg1kEtCsMJt1GrlYP9G9/g5N0ugJISYUCRIEkPqJr94WmzAIKBzNmX7/jjzrK0s1beyNuIjNPcE/qV/lI/of2K6vYcoKSzlYYcxmweCH+BlFjM38yq+dasJVobJ1R5LvuZoQHODo1yb2xgWeL3V5Gdr2nnyjSwAMZJc7XmIDxl/x6vZXWNRaOybfhb2m/4LQpWUvfBjopsfKHx8AJruBka6xw0yUk2w9bFhzcqMaQJ2KQUljuMGa7kkRKd2L1V6g+AJuA1Wn74JZp8qS2+T1EjnMwpRCiRIEoPqJt/uKJ7e2sT3Hn2135ylziW7hZl1/IL7mO3sxONY0AbW2rs4khn8wPwgLU6QChK0EGGbMZe36lu42fwsc9ROvBttt1q1ZpCvmE/7sVeSrz0GgL0Ji1+sjfP3rWkUYGBzofFPrvX8jkotWTDmdc48brXew47Xp3NY214uPF7ntPjrgIGGcgMjw8ANkzSw8+4buS8Kj30dlFXaS0WlFpTUr3dns4IVfXO5NM093rRlUDsYxcQz1m2HhBgrkpMkBtVDrDWVw+cxMG2naM7SN887ijue3E54zzN8Q91CpWpFATbuG7SOg6YUjaqcLzif4Hl1FAo4Xr3MD7y3UU07aKBrBmigOTagsINVbF72FX62dzZ/ei2F1bEKd7K+ga947mOhvqtgrHtVJT+1zuUpZwk9qzoe49/LdwK/xO/1QLoJlAN6Z5CkwDbdY94IlE3vnpXJtII/MqxZmVH9ZL13Hdx/MfjCbmDUm5mBfAr+876xCUq2PgZ/+AREat0AtDflQHI/nHcbzD9j9Mcjxsyo5jMKMc5kJkkcsIdYayqPrdwaRf3lLH3/75tpbE/zI/5AuWpHoWHRGYSApXQ8WFRqcT6m/ZHn1JFoGlxp/JEK4igUmuajI6ZC6Rpx28cdiTO455/lZJS7Q222to8ve37N2401BY8hi59fWm/jd/ZbMCncQaeAfD5Pijy+8jo0bxCSDWBl6S6R3fEVmdIddBzErMyof7JON7s5SB5/8fMeP2Tbhp1fNWShKnfmzcoVD9qsnHs+VDU24xFjYqTzGYUoNRIkiQP2EPN5dPKWM2DO0s7mFAvVNuaqN9BQHTNIPYItwMbA0BwW6rtY5LwODhxu7ELHwdGMjv5pGmnl4x7z7dxpvpM4YQCipPmk5yGu8PwNL3bBGOqnvZ0v7j2VN+xwn8eWw0eTihEhQ0YZBLMZgsEo+CJgZcCx3K+2Pe7MktGrRMEwlor6+2S9aV+C6x/aMDKfrEstKKlb6i5N7t/oBpY9XydKuTNytYvdy4lJYyj5jFIsVUxEkkEpgO4eYoumRknnLBqSOdI5i0VTo3zoxFnomjZgzpIDVGpJPB27x1SvAKn7mMKv2cwPmywKxQlqppuDhEZeGfyv+TZOy3yP75vvJ04YHYcLjcdZ6f8MH/f8uSBAyk1ZQv077mTNgk+z344WjMlBp4ky9lFFHi8b1Wy2OdNQ6Ra6ymF7Q+CPgeYBHPfN3VMk4PD43VmbQczK9P5kHfAa6LpGwGtQF/OTzNncvnIbjnOQq9ydQUmmtW9juM6gpHrB2AUluu7mbvkj7sybmXGX2MyM+7M/6p6XpO1JZTD5jKajaEnnx3hkQowMmUkSXfrbwr5xb5xfPvsGedshoPfNWcrZDkGPji9UTa7NQwjcAo/0+mTZsbRlYRAybDyGjm0ZWErnD87J3GKdz241pevyJ+iv8N+ee/vkHVmhWtqO/S8ys94KmkZFSwbD0MBy564SBGkhhtPjM4BC56f2u7nd80v3TbvnbrBsm5tHEygvXkByCLMyY/bJujMoeeSavo8n0zo+QcncFW7uVmdJgmyb+7zVLi7N5Hdx0CpDPryGNuDfBq+uDdiSR4hSJkGSKFBsC/tgcpbm1YQ5cdnpvP6XX1CmNmLgYKF1zR4BGFgodPbqU9mjT0Up+D/nbfzWPJltanrXbc7Q9vMVz32c2SvvyDECJBZfRGLRf6I8fgxNJxbyML08xMyKEC/VZ2hSMXL4u1b6ek6yvMBRNK34DmWv3VX4Jl45B9Kt7s+ds0zdD3BIS0WD3Sk4Ip+sSzEombvCzd0qleKWYlQd6G9DW9qUljxiQpMgSRxQsZwln66RMy1q05tZ4ElyzvyjmDPrKHafcDXx575AudOKBwsLHQ3waDYKaCfCH/Qzacx72Z4O8C/7gq77CZPh054H+bDx14I+awCp2WfSfuzHsUNTAI1YwEss6EFDA03jQ29bxod+s5l852pcrxUoDVg4Ncqc40+B49/pvolvewJefQTi+8BMQy4O+QRE6tyZGTMLqUZ3GW7RuYN6rsb8k3UpBiW6Ltv8DxEHymc85FryiElHSgCIQVu1tYlb/7WVrQ1JjrFf4nLnIebp+4h4FR6vD7NiPm3LrkIpiDz5dcLtm9GV5c4l6R7ioZl8x/4gf26fR8LpDhI0HD5grOT/ee4jpmUK7jMfm0XriV8iX30kACGfh7KgF09nEOCPuoGB4eGuJ7fxP4++Rt4ufEkbGlRH/dx0wTHdCdPFCjGmW9xt6jhubpLtFq/EG3K32g+iZpLjKC69+/mOT9b+Pp+s6+M5Fk2Ncu/lb5I3DjFpjFtLHiFGmQRJYlBSOYu2jEkmb9Gy4TEWrfkqXjuFFqoEw49m59CzbShvmKaTv4JZtRBf40Z8Ta8AsMl3FLdvq+TpndmC2z1ee5Xvhe9jjrW94LjtL6dt2SdJz3k7aBpBn4dYwIPP6JidMbwQngK+UMH17ly5lR//cyupnN21uT8W9PDJ0+fz0bfMcy/kOHDfe92dWD0LMXaea9kOTt4NjMI1Q66Z1L27zS76yVrqxojJSCpui8lIgiQxoGTOoi2dJ99ZxVE51D18Eb6mTdjhuu4AQylwLIxUPWbFPJre+gPQNPbGLX6+Ns4/tqULVsAO0xr5buT/ONlcVXB/juEnceSFJI68EOUJ4vMYlAe9+D0dwVHnlvzelZ0dh/UvrOS+f65jnxVip3c+6LqbUmTaRPye7uBkoEKMSkHzFneprWqee5me5xL73Jyfix8ccElr1dYmfvrEFoz9G4g47ST1MuzaJfzXaQskQBJCiAlCcpJEH46jSOQs4hkT0y7MDfI1voy3dStO504w5YCy0Toa0jr+GJ74Ttr3buHnb0zhT6+m6Ln6FSLL/4v+mf+wH8YwC5OXU7POcPOOwrVouDvBov4edYt8IQhVg6d7qc5xFDtW/5XytbcwrWEz1zkmju5lj30YD/g+wEvepZR1LHN1FbUbqBCjlXGX2TofW09DqJl0kr6RE303YfpeQ9kmmuHF6zsCTf8MILu8hBBiIpAgSXSxbId41iKRNbH7qeNjZFvQOgIR7DxawUSkos328/PkW7j3736yTqrrjIbDBcaTfMH3W6rMtoLbzFcupPW4T5GfsgRw847KQz404LX9CdpyikhFHYtmTe3TTHflow9wcePNOKRpdSKYWpiQsphlvc4nkrdwW+STvORdWrj1fqBCjI7VERxpHW1LehlMJeuOfCctl8Q33o1nhRBCDJsESYKsaRPPmKTyNgOuviqFo/tQaGhmCoxA16lU3uSXieXclT+TBIWVr9+sv8rXff/LEewo2HVmB6toO+ZjpOecBZr+/9u78/g4qivR479b1Zt60WbLkmXJWF4wYGxnwCw2BJgkMFnIC0lIYJKZsD2YDMaB+OW9SchCMsMAyZsXB8YJZGFImAR4hCWQeYHABNDgOIANMdjGeDe2kWTZ2rrV6q2q7vujuttqqSVrtWT7fD/RR6irulS6iNTRveeeU7C09sbeDh5+bS+b2xUH7QheTwdzpu0raKb79Sfe5M6eXxEiQauaQgYNGrptH2mzkirdzuWJX7PRs7Bw6/3cQapDKxPQYPrdhO2+jlQzaawbzzrO5Nq5JoQQJxAJkk5g8ZRFVyJDMmMPfqJjY6S7MFJRnNA0rNKZeDt24gT9pLWHR2ILuTd+EW0U1lc6jd2s8t3LfGN/wetpPLxYcgmnXvollC+IoRTlQR8hn/vr+MbeDr73/E72piOEQmGm9WnrkWumOyO1ndlGMzEiKAzAzvar1ViOImZGmGHvZ7a9k0169uGt94MWYux0AySPb2Q1k1redJfj+uZMwfBbnOxqPFwDycm4wdkQdtgJIYQYGxIknWBsR9OdtIgm++cb9ePYGKlOjFQURfZcpYgu+Dylr6ziqc453JO6lCanouBt01QH/9v7Y96vNmKowpmp18wz+KV5GU3pcr7UBQtmuEtrZjagcLTmp+s72JGupKasZMBmuge6ElzkT+BJWGSUF0OBoRROdibM0ZqU9hKhm1K7i85kn6J2AxVirDkd5nwAXn9gZJWsx6rxbLESBbJkJ4QQR5UESSeIRNomlhzCkhqAY2GkugqDoyytNc8lTuX+5O3sSRT++pSQ5LuBB/moWoNHWwXHmlU1P/d/nm3mPBw0lmWhDJgS6hVMmB7e7irhzTaTipAnHyAp7TDb3kmpE+WgP8y6tjosrejxl2MpD14ypPHjMRVpC3Jrel7SZPCwK1FCOFCkqN1ghRinLx5ZJeuxaDw71kt2QgghRkSCpOOY7WhiyQyxpHXkWSNAZXrc4Mjq6XdMa82691L85PUuth7K0PtXx4vFysBvudb8HX47Xph3hEESHw/7Ps02c17+vnymYlrkcE4TgVIITqXtYFtBW49FmTe5PPFrZtj78WgLCw879XR+ri5jC2fwnlnHSdZu2vC5TXg9kLFBa4eIjrFTzcKYvog7Btp6P1B16JFWsq4ZJN9pqC1OxnLJTgghxIhJkHSc0VrTk7bpTln0DGXWSDsY6RhGqgvlZIqesulAih+v72JDS+GWfQVcWXuAWztvI+JEoVdqkwY6idBDAD8WMaMUFJhK0ZV0mFMVYt60sJv7E6rKz7r0butxtr2JG7tXE9Q9RFWEjPJi6gzz2Mtt6mf8Y/wGfh26nOXxHzJFtxEjQgYvHpWi0ojjD5VTdcFX+fmSc0dW1G4k7TXGovHsWC3ZTSRJOBdCHAckSDpOJDNuYBRPWQNu3y/g2O6sUTqK0sUTt3e2Z/jp6138sU+VbIAPzFR8q/w5Zu58GMMpPO54w8S9lbT3OFTQyX5Vx16jHkdruhIWQZ/BX59zEka4CkrKC96ba5j5TlMXn1aPEtQ9HFJT8jMqCceHNqdQb7bx5cyD3B6/gbt913NN5mFq7AOATRo/VJ9O8JL/xeyJavI6msazI12ymyyBiSScCyGOExIkHasch0zTBlJdrXSbZfRULgBV5IGoHXwHN2Em27EDlaQr57szR+koqte6mKPh3UM9xBIpOpp38kxTkLXtETSFMzBnTvdxU+U6ztn/AMHW1sJvpUyskqkkjRA4aWo8MZKWlzf0PMKxbdQbh2jwRjlr5jRmBspg2w4IlEPzm6AUTtlMNldezLLZFcxu+g9OsnYRJ4CTvU/bgYjqYbqK4rFSnKyj3MvtWEkwsfDg4GDi+CNYFXNwWt/B8EWg9n0DBwujDSx6vz9QCSq7pBacAp9/DA5sHP61c0t2LZvcIFLbYHjcfnLQf8nOcdxE89d/DrEW9zXTB5EaOPVSmH3RmARMQ2o7MdKE88HGUWahhBATZFK3Jbnzzjt54okneOeddygpKWHZsmV897vfZf78+UO+xvHWlsSyHZLbXsTzp7sx27ejnAza8Oabyybrzs+fG9i/hvI3foi3YwfKTrtBTOlMogs+R7rmzPx5bzdF+e1bzfgOvU0so3jB+QtsCgsplnttbp72Z/6q8/9Sa79XcCzlLSM15xLSLdswuvaCtlDawUBja4VPZSghTf4xpwo+Ae7ynIMigZ9DVBDWcSqIYWOQwstBXYHPo6jlEAaOW8/IzqDRFCRBFVxToQ0fZvWpcPE/9n84j3bGo/f703HIZHO5htEQd0B/vAdevAPslDtSynD71Zk+N3C4dJV73V2N8Py33GBMa/c8w+sGHU7mcA5TzcJRzeQUNDC1NV6zSAPTwXriDdbSZTzHUQghRmFSB0kf/vCHufLKKznrrLOwLIuvf/3rbNy4kbfffptQKHTkC3B8BEm5bfvxtAW7G6l66auodDdOoBzdu7msL8zBi+4iWXc+gf1r3PNSMRx/xJ2JsNMYqSjaG6L9nP9BuuZM3m6K8pOX3yWeiLPLnkYaX8H3nqPe4xbzMd5vbqSMnoLnno3Bb7mAp70f5ZxTZvLulvWcZO2mTh1kib0Br7LRGipUvM98VJbKljXKfplrSIuGTkKESKAxMJXOpjsZ+LBRpsc9007l31eMG3gZmICKVMMnf3z4QTvQjMcQm9gWvN/jd2dwcm1MDNNtjGunh3atga7d0w5W2r0O2g00PH74y1vhvC8dPq9rnxugGF531imXW2Z4OFwYMwSByIhKBxxu2GtREfThy9at6ujbsHewnngAmYQbBF35y8O5XuM5jkIIMUqTernt2WefLfj6gQceYNq0abz++utccMEFE3RXR0+/bfvaoeaNH6LS3QXNZbWnBDsUwIy3UP7GD2mpPZfy9fegkl04wank52zMAE7Qj9FzkNLNv2JPxWL+z5pD7Oguw6Gw1lENbVxlPsuV5ouUq55+m6wymHRSytbAYmqT73LWxvv5JK34sChxEijl0KLLqFWdxQOkrN4Bjur1QoQESXz4yWBr8CoblQ2VtJ3OX3OwCF9BdkbMxuw5hMptm4fRbbHvu0W/fZd7J6bP/exYkOyCigbobhl+he3ctctPcu8t0wOO7c4SJbtg5wtw7o3ueYkOd63U9LjnWr2z551scJyB0nL3vcMsHeA4mnsbd9KdsqgpDRStWzWknnjQP+F8PMdRCCHGwKQOkvrq6uoCoLKycsBzUqkUqVQq/3U0Gh33+xpLacshnrLoTvXftt+vuWxvSuH4y/C2byPy1r/hbd+G9vjcB6wy3Ic/ClAkfJU83NrA6v/bRDRTOHNUQZTPmf/JZ41Gphvt+FRhUndKe2hTFaQIUEEnn0k9QYAEAZ0krkJYeAnRjQKmq07M7IJY0UBpgAMaMHGyO+My+HptmxvwWgMwcLAxMRyNOrDZzXuB0W2x771F30qAlXRnPRTke75ZSbCTw9+uX2z7f+/2KMpwj296zP3sDUEqBhjZZsO5EcrOPOVGTdsjKh2wuSnKztZuKoK+fIB0eKjU0HviQf+E8/EcRyGEGAPHTJCktWblypWcf/75nH766QOed+edd/Kd73znKN7Z6NmOpjsbGKUGaRGSby5r9vlLXbsPQa0MDDtNoHkdZrIDAKU1Wim06SPln8qT1jJWxy6g2SkvuEQpcS43X+IK40XqjDZCKtXvW3TqEK2U41EGhlJ06yB1upkkPpp0BV7DIKiTgCKDgY/CgpLDpVFYmJjZIOnwI9rIxgFDqP2ExkG559rpXrMYo9hi33vGJB3HDd16z25kgxTHAl94eNv1hzob07XPPc8fyX4/Jzut1juM1IeDJsMzotIB7T3pgrpVfQ25J16xGlHjOY5CCDEGjpkg6aabbuKtt95izZo1g573ta99jZUrV+a/jkaj1NfXj/ftjUhuxmhI9YwAO1CJNrwoO4X2lOSDI7SN0rg5Oo5DyXt/QmkbrUy0YeJoeCa1mO/HL2e3nl5wTQPNfO8BfqTuYoqKEiHZ79lmZ+tudxGiMFTRmFikiKBQ7vNMmW7+MAoLAx9HDmQGY2KTxouBgwc7m4ztxVSOu93tCBwMDLT7wM4lPcPoqmL3njExTPJBSv4B3yswGUqF7YGuPdi9ldW7n5XpBiRWItuct8/MmHbcmShPSXamZhj3QmHdqoBh9juesp0h9sQrUiNqPMdRCCHGwDGxuL9ixQqefvppXnzxRerq6gY91+/3U1paWvAxmWRsh454mr1tPRyIJomnrCEFSADpqtPJVMzFSHSAnUbZaZSTDZDQGMnDNY8cMwCO5iV7EZ9IfYcVmRUFAZIXi0+fGuKS6iifNV9ipjpEqSoMkHq0j1x5yTReknhRyu2RphTkjibxYBhuUNSjgqTxY+JgZx/YAy6PDXDAzSUySODPJ3YbQAofDh4MbIb6q2tjYGKjDHV4FiO3xT7R0WtJKis34zF13sBVsXu/35PNY3Js90a1dv/ZEwAzcORrDXbtwe7t9MsPnxee5i7DaZvCVHjc18PT3H8e7r1wuG5VR0+m3++p1prOngxzpoX798SrXuDODnUfcD9XLzi8I+9ojKMQQoyBST2TpLVmxYoVPPnkk7z00ks0NDRM9C2NiGU7xFM23enBl9OOSBl0nrGcqhf+J2b8AI6/1J0dye1a83jB1jj+Ul7nNL6f+BDrnMJyCQYOl/nW8YVlDczw7SPYspoQzQUBS1qbtOoyMniYoQ4Bmg5KUe58ERqN0uAjhY0HjUl5OEh7j0XGgXajgmqnFS8ODgrVr9pSrx+JPrvbsi906LC7yKY0XmVjY3BITWFq2I831ebOimSvPVCIaaHwYrm724JTC2cxRlMVu9+MSTnEktldaLizIoEyN9l4KBW2B732APdmeg6fl4pBuBp6OkAnDg+o6YfSGe5MTKx5+PcCGIbi7y+cw61PbqQlmqI86MVvGqRsh87s7rZh9cQ7WuMohBBjYFKXALjxxht56KGHeOqppwpqI5WVlVFSUmQpooiJKgFg2Q7xtE08ZZEcTWBURMmuZyj/8314ontRjoU2PFilM0nWnMH+zWv5l/TlNKZO7ve+DxuvsdL7BNWnnI2/azeBltcLjvdoHwd1GQHSeJSNpT10EmaKEcULOP5Sui0FdpoQPaTwk/SUMsMTxVc+g+60TWssRcpyKHHi1HIQB4MMBkHS7rIXDKlOkk+n8WBRpnpQaA4Z0ygtryTs97izDJke6G51H57pbnQymss+yl9P49YMOip1kjJxSI9hfZ+h3lvf87R2t8sbHkjFQVtjUvG6oE6So/EaReokjdR4jqMQQozCpA6S+u6myXnggQe4+uqrh3SNoxkk5RKwxyMw6s1ItmMm2vG2b8NIdeH4y9hpNvDzV5p4/r3+k4PnebezMvgMi8zdGOkohpUsqLZtY/Asy3jMcyk9lFBn76XEitFjRpi74Ez+Mryf+e89jtGxB20lsbQiGazl4DlfY9a0Uoz/9+V8vaGYbdIRjRG0o8Qp4VfqUnqCdUypquZU3wHqVTvza0J4ahdBMlq04nZ7wmJ6zzY8yXastj2ctPV+fE4CVWxW5dJVcNJ5sOkxnI597NdTOOibQU33O0wvC2DUnTVxFbdHWyl6qPdW7DwY8xYlQ6q4PfKLS8VtIcSkM6mDpLEw3kFSLjDqSVsk0uMXGPVmJNvzu9cOdFv8/M8xntkex+7zb/J93n38j8gfOMe3ByPVgZk4VBAcAWzxnsYPM/+N7tDM7GKaS6Pp6LGYUxXiXz6zGGP/q/CneyGarbbtDULVye5f+ABrVpFq2Up3IkFam7xn1vF4yWdYbyzsX3RwuMazF9hk6XcmhBBi0pEgaQRsRxNPuzNGRysw6s1IthPtOMQv34zxm3e66XsL881mVvp/w0XBdzGw8PS0opzC7fiZSB1b517PtzeUcoq3hQojTrcK865R71a5NhQZxyGZdviXpWnq3/w+pBNuIOEN9KtO7Zx0Prf95CE6DrZghqey2zMHne0lp7WmJZri1OkRfnHN2SObfRiPYEYasQohhBjEpE7cnoxyO9ImSjxl8dhrB3h0w0ESmcL4dkbE5Nozyvho6AAVb7XjbW/BcNIF5zjeENGFVxE7+dN0v/0nvq7voz7diomNjUmLUc0G3xm0MZUYYTbYVUTe/iVkklBWN2B16s3eRfyhs5ZQeCYBb+FW8X5FB+vKhv+DG8bYFhEcaSNWIYQQJwwJkoYplRld3Z+Rf1+bp95s4qFX9xJNFgZpU4MGV/9FKR87OYQvEyO8cQ3+tnfy5QAAtDKIz7mUrsX/HSdQjq/ldRZt/xFJosQJYSsvIR1nvrOdU5JbSRAgSYA2ygjFohCpGrQ6dfq9DUMuOjiuuS1D0bcdxnDbkgghhDghSJA0yVm2w7ObD/Dgn/ZwqLtwVqjUb/D5RRE+fVoYv2ET3v4EpW89gJkubMWSrP4LOs/8EpmKOe4LWlO6+Vd4nQQHjUoyjkOYNGXEslWsNV4surRiunEAM50CpxwosqMwW8W5khheM3TEooP72nu46oHXBu8mP96Ktf7IGUpbEiGEECcECZImKUdrXtp6kJ+v3cP+jkTBsYDH4IrTQ1y5MELYZ+Bvfo2K11fj7dpTcJ4VrqXzjOUk6s4vCAa87dvwRPfi+Eup9Hs5GE0R0V0Y2s7XNPKToVp1ksHdcm91NeOZ1j+nS1spMtqkzQkzrdTPvvYeppcFCnYm5ooOTi/z89OXdxHv001+S3OMW5/cOLTE7rHITRpuI1YhhBAnJAmSJhmtNa/ubuf+NbvZeTBecMxrKv7b4lr+ZnEpU40Ynug+ytf+kJL31hac53iCRE//ArFTLs92VC9kpLowHAvlDeAzFJ5QCm+8Vx0jsnWGlMr2X9MYdhKdjqN8ofw53ckMVlcrW/VMVvzBwsYmnrbY255gWqm/oOhgyOcGMvGhdJMfaOltrBKth9uIVQghxAlJgqRJ5M39ndz/8m42NRUulxkKPryghr9dehLVpQE8XXsoX7+a8NbHC/OOUMTnfNTNOyoZ+AEfiEzBML0oJw2G20LEQKMU2XkkDRps7TaY9ZHBQJPuOoC/fDp4/PT09JCKHiJOgMeCl1PlLyFtO1iOQ8qy6YinMAwDr6E4dXqEv1pQw49e3EFF0IeBZra1g1InStQoZZc558iJ3WOZaJ1rhzHURqxCCCFOSBIkTQLbDsT4tzW7eW1PR79jF55cxTXnzWJmZRAci8imB6l89Xv5Okk5yapFdC75EpnK/pW2c7ymQUXQh7/8dKiYBW3bITQNx7F6tQfR2f8pyFZOsjFR2OyzyqjvieEzOulJOOxgJk9HruAd3/swcGeF6iuCtEST1FUEuflD85ga8rOgtpSXdxwiY2uWOBv5bOwxZtj78WgLS3l4z6zjUf/l/KdzittNvq9iidaZHre3V6AMkl3DS7QebiNWIYQQJyQJkibQ3vYeHvjjHhq3Hex37OxZFVx7fgMnV0fyr5VuepCpL3+z4DwrVEPnGTeSqL+wfxJynqI04KW0xHO4YOSSq+HFf4ZYE950InsW+b5fVjZIcpt7OFgYrOJvqIzM4Jr3lfJPLxzgveA8/D5v4XdSivKgj9Zokqkhf35WqDLo41y1ieXx+wiRIKoiZJQXLxlOsnaz3FpNt+eLVAbP6n/7vROtM3GIHcj2bst1ifdCy6bhJVrnGrHmlu+Sne51qhdInSQhhBCABEkT4kA0yYN/epffb27B6VPK8/TaUq57fwOL68r7vS926l9T/ucf4eluxvGUEF3wN8RO/azbyHQAXtOgMuTDZ/bZcTbzXDjjanj5/2DQv+6TBwc3VHJTuWOEcEJT+UNnLXP0HDbpHUzzFP/16b3dP2fB9DA3GE8R0D0cMqbmA7o0ftrwUeG0cYPxFAumr+h/wVyitZOBrv3uDjzDBAzAATsFiRTsfGl4u9GG2ohVCCHECUmCpKOosyfNr17dy9NvNpHp00NkTlWI685v4JyGygF71mlvCW1Lv0Foz+/pOv1qnGD/nWCOhncP9RBLppmt93FymY2ZrICqUyBbARtvCYSq4N0/gi+MKqnD7tiHdlL53W0KN1CK48fCw06zgb2euSQSaXa0dqO0w8z0VqqMOFGjlN1GAw3ObkqdKIfsINXaZmZ7DzTVQ81ijANvcbLZQpOKkHHANNxcK0eD7UC3CnOy2YJx4K3+gU4u0Trakg2QvNlJrlzDXAMcC7b8Fs67eXhBzlCLVJ5A7UsmvI6VEEJMEhIkHQXdKYtfr9/HY6+/R6JP49sZ5SVcc94sLppfhTHgctlh8ZMvIzHzgn45SQBvN0X57VvNTO14k8uc55lKK3FlE/AH8E1tgCXXwPwPu8tWTX92l5mCleAtwayow+7Yi2NbOBgoNAaaDCYJHeCl9KmYBzcS1bM4sOH3fN95kgariYBhY2aX5GwMTG3jJ4UCvC+FD3dxb7gQv2FTVV5Oa3eGlOVgazfWCXgNpoZL8Wfaim+7r1kMkRqINoHpcd/k2G5gpHPFPRUc2ASvPwBnXTfsf0eDOoHal6zdcYh7G3dObB0rIYSYJKR32zDtbevBcoZWdTuVsXlyQxOPvFakSnbYxxeWzuLDC6rxDFCleiBGsh0z0Y63bSu+Q28D8A4z+de3PMy1trJcP0qAJN2ESOHBR4ZqXxpfqBw+frf7YN/2PDx5g5v4bHrBG0SnYiQ6mvFkZ5QMHHoIkMKHgyKjPbRRSo3RhYlNmxPGi0Wd0YaJjZNtn6sAA4VhGG5wY6Xc72GlIViJ9paQyNjYjsY0FCVeE5VJQDoOV/6y+MzOmlXwh3/KJk5lZ456N+s1PG7gFKmGT/5k7IKXgXbV9epbd7wESmt3HOLWJzfS3aeO1agbFAshxDFKZpLGgWU7/G5TC//+yru09a2SHfDwuXNm8onFtfi9/StTD4W/6VUqX/ke3q7d+ca1SzD5J2owlaKEJB2qHJTCBHqcAPvtMA3pGGrNKnf2pfEud1dYsstdrvIEUJFq7IrZNLV1UKZjVKhuLEzadYQUHvxYzFd7MbWmxahGewJMtZtAa1LKg58MAFr5MEzTnXVJdELlbHcWSFuQ6EB5AgR7/+xD2XY/+yJYu9oNpPJJ27j3nl9+ww3ExqqlyAnUvsRxNPc27qR7NHWshBDiOCNB0hhytObFd1p5YO0emjqTBcdKvCafWVLHZ86sI+Qf+bAH9q+hqvFWzJ6DgEIbHrQDCosG9oNWdFCefaC7dY4wDFKOJuktpaRlEzy13A0mPH436VkpsBLQuRdfaAZp5aWMOA6K/boqm6XkpkmrbHBSoTtxlElAZbBx6yGp7ASbYarsdJLpBjRWwl3W62lzZ5RGsu2+ZjHULHSXCZ1M7htl7wr3tVyu1Vi1FDmB2pdsboqys7WbiqCvX07cmDQoFkKIY5AESWNAa82fdrXxb2v2sOtQ/yrZl71vBp87eyZlQe8AVxjqN3Iof301RqKdXICklEIbGtvxYGSLPgaJE9Wl2MoDSmEAtgZL+SDVBXaJWycp3Q1d+9yZJWWCY2HGW5iOiaHgEJV4DBPLdtxEbmWjUFgofGQI6CQKjcbIJ3tnB+Twshi2uwzmC7lBzdnXu0tYw912n6tt9MQNkIq6y2u53W2O7d5/pHrMWoo4jubdvfuoTaewvWWU9P75co6j9iXtPekhNygWQogThQRJo7RhXyc/e3k3bzf3r5L9kdOn84WlJ1EVGXiL/nD4Dm7C27YFpTXaMFFGruqRu9ZkY2Jg4yODR9nYyg3KnGzM4rNibkBRUu7OhPgjUFYP3a3ZJSwwnTRdVGMC3UYkG/4Ayp2VymUBKdyLaq2y1bp7PVzzMxGOe2+GebjVx+yLYNnNI9spNvtCuPB/wbNfywZG2et7StwAyReGTGLULUVyycuelhbuyGgSyS7wljAt4ifcexbwOGpfUhn04TXVERsUVwb7t7kRQojjlQRJI7S1Jcb9a3az/t3+u8z+cn4VVy+bRX1lcEy/p5lsx3AybtzRa0nEULk5FQONjQGY2s5PfdiOJuBR+DIxN2DxZxPYtXa/Dk0FbQMGpKI0+j7BJV2/xksGrfwYSuFoTVL5SOEjQAqNQZIAKbwESONmP2XlIinHdgMYT4m7xJbLORrqtvtizrzG3erf/CYEyt3dbt7g4Z9nlC1FeicvV5bMo1nXcZK1hwMZH+91JphRXuIGSsdZ+5IFtaXMmRZmS3OMmlKjaIPiU6dHWFA7+s0PQghxrDi2s00nwJ62ON9+ejN//6s3+gVI5zRU8pO/PZNvXnramAdIAJ7IVAyPPxv7HN7ZpQDTcLftO9lKR2Edw+uksGyboEpR5+l0m9P6S8FOQyoG7bugfbe75BZthngrShm8b+nF7DfqCDkxHEdjmu53dDQc1KXZHm+QcTSdlGEohbJT7pKX4XF3ntlpwHBnrWLNY9fqI7fsVlLuLhei3OXCTGLU36dv8rLf5+Xx4GdJGkFqVDseJ8XBaAI9Bt9rsjEMxd9fOIew36QlmiKRsXEcTSJj0xJNEfab/P2FcyRpWwhxQpESAEO0v6OHH/zndp54Y3+/KtkLZ5Tx389vGLeEVqXcZY6ygAn//knYswbIzgKpXDaQwrHS2Ch2MJMuwsyiiYDhUBII4K+ZD+fdAn/8gZv8nOnpVblauTMjdtrdtfXXj7CpOcrUl/4Bj9VDF2HSePCSoZxubEzaKafKjFHqBZ+Bu3NNme7sUabHvXFfELyh8akpNA61izbu7+Lv/n09Ib+HQK/dd4syb3J54tfUWvsxdYbSUBBf9fzjv06So/EaUidJCHHikuW2IdBa83f//jqbmwrzjuZWhbnu/bM4e9bAVbJHy2saVEX8hx/a718JB7dA90GwLXfmRmlwbAwFKlyF//3/TDJyBlua36LSiBEsn8achcvcbfloePivwc64O83yyc/ZIEcZ8MI/cfo1z+D4DpJ89d+IxFswlMLj9dMdWcSu+TdgNLyfSrUHI5nNK6peCAc2unlGJRWgFSTbx6869Ti0FBkoefkt72I2ehbSkNmJ03OIq9+/hDPPvvC4mEHqa9ncqZw7e4pU3BZCCGQmacie3dTMF3/5BgB1FSVce94sLjh5aFWyRyrs9zA17O//gNry/+ClO+HQtl7b4b0w7VS4+B9Z6ywYuGpycB/88jNuvSEnA+he7T2yM0podzea6T/cyiRSA2de7eYEHYfBAQw8k5STyNj0pCx+/LdLZBu8EEKcAGQmaYj+akENf7WgmsV15Vx8WjXmOP5lbShFZdhHaWCAkgGnfgzmfwSa/wz717uvzTgLat/H2l3tRasmb2mOceuTG/nROR2cZhgwda67oy0Vg/gh8st3juMGT6luMJLu7jfTC7EW+NNqmDL3uFtiypHkZSGEEL0dn1MC40ApxY//dgmXLqod1wDJ7zWpLS8ZOEDKMQyYcSac83fuR90ZOKiCxOOA18QwFAGvSU2pn+6UzcOb42jD625f95S4wRD6cN0hne0tZ3jd1+MH3TylyHT33DWr3EDqOCTJy0IIIXqTIGkSKQ/6qC0L4POM7F/LUKomv9BRQ3ekwd2+nulxZ5NyCeDayTaMNcA0Cytm960wfZxaNncqd3xyIadOj9CTsmjtTtGTsjh1ekR6lx2LHMfdqLDjP7PV2o/PAF8IMT5kuW0S6JecPUJDqpqsFbvm38DiDbe5RSS1A9okn7wNbu0hIN8QLff6cVRhejCSvHycGIcdkEKIE4vMJE2wcMDDjPKSUQdIUFg1uZhc1WRj9oVu9/qp89wDTsb9C9vjz+6WywUDGrdyZTZoOo4qTB+JYSgW1pVx4clVLKwrkwDpWLOrEf7jFjiw2d2EEK52Px/Y7L6+q3Gi71AIcQyQIGmCmIaiujTAtEhgzB7AucTjjp4MfTct5hKP50wLu4nHsy+Ea3/vVr72R9xeblPnuXlKju1WjnRsNx/JU3K4wvTUecOuMO04mo37u2jcdpCN+7tw+haaEmIsOY47g5TqdnPpvCXuLk1vyQmRWyeEGDuy3DYBQtmt/WOdAJ5LPL71yY20RFOUB734TYOU7dDZk+mfeGx64IPfcv+yTna5D5JwFXTuBTvlziCFqty8pETHiCpMFxQn7FuOQPJ7xHhoedNdYiup6DUrmtU3t26k7XGEECcEmUk6igylqIr4qS4NjNsOuWEnHueW3qoXuLWT0nEIVLhtPwJlkMm+Vr0ALl01rFyOXB+0Lc1RQn4P0yJ+Qn5PvhzB2h2HxvRnFwJwc+acjLt8XIzH7x4/znPrhBCjJzNJR4nPYzAtMvKda8Mx7MTjYtWre1fQHkE167590HK77QKGSU2pQUs0xb2NOzl39pRxz/dxHC1J2CeS4BQ3d85KuUtsfZ1AuXVCiNGRIGmIcg/ad1qiRPxe5laHhlxtOxLwMjXcf1t+7+sO5QE+nHNzicdDZhj9lx5GsRSx+b1OPC1vcrEvTsIuZ5c5B52t3p0rR7CztZvNTdFxrV4ty30noJrFbu7cgc1uTl3v/+5yuXXVC4adWyeEOPFIkDQEvR+0yYyDx4D6KSE+d3Y9fzGzYsD3GUoxNeIn7C8+zMN5gB9TD/tdjcx47rvckdmK37Kxkh7eM+t4rOQzvOV1H0x+06DL0bT3pMftNnLLfQNVH5e6R8cpw3Bz5/7jFog1uzlIHr87gzTC3DohxIlJ/l/iCPrm1UwJ+Sjxedh1sJvvP7+NP+/tKPo+v9dkRkXJoAHSUPN1jqncnuzW60jXVhIEaKOCBAFOsnZzY/dqFmXcQpS5cgSVQd+43Ebf5b5i1cfvbdwpO+2OV31z7boPjDi3Tghx4pKZpEEUy6tJWw5+ZTA17ONQd5qHXtvH4vrygqW3shIvlaHiy2sDXReK5+sAkya354h6bb32lM0Aq4dMxgHDTxs+pug2Lk/8mrfM08e9D9pQqo8fjeU+MYGK5doNM7dOCHFikyBpEIM+aFFEAl72tcXZcSDOyTVhTMPdvRb0DT6sw3mAA8fOw77X1mulFNMift7rTJCxNaahiKkItdZ+yqLvEAucPK590IZUfXycl/vEJFAs104IIYZIgqRBHOlB6zMVMa3pSqYJ+jxURYZW+2i4D/Bj5mHfZ+t12O9WE2+NpUhZDj3aQ4gMiyosbvzw+OYD9a4+HjD6VzMf7+U+IYQQxz4JkgZxpAdt2tZ4lWJmZYiassCYXbfvA/yYedgX2Xod9nsI+T0kMjY6ncBrB/nKZcsw6sY3YTpXfXxLc4yaUqNgFi5XfXw8l/uEEEIc+2RxfhCDtvlAE0tazKuJcE5D5dhdt0/7kGG1Gploua3XiQ53q3WWAoIeg5AdxVc9H6N2/Lde56qPh/0mLdEUiYyN42gSGZuWaKp/9XEhhBCiDwmSBjHQgzZpObTFM5QGTJZfNHfYD9rhPMCPqYd9buu1P+xuvc4kQDvu51jzUd96Pezq40IIIUQvSvednjjORKNRysrK6OrqorR0ZLMtBXWSLAe/qZhbHRl1jaKC2keOxmsMsU7SEc6dcLsa3V1uh7a7OUqG151hOv/LE7L1WipuCyGEGAkJkoYo96Bti6eYEvKP2YN2vCpuTzjHka3XQgghjmkSJAkhhBBCFCF/2gshhBBCFCFBkhBCCCFEERIkCSGEEEIUIUGSEEIIIUQREiQJIYQQQhQhQZIQQgghRBESJAkhhBBCFCFBkhBCCCFEERIkCSGEEEIUIUGSEEIIIUQREiQJIYQQQhQhQZIQQgghRBESJAkhhBBCFCFBkhBCCCFEERIkCSGEEEIUIUGSEEIIIUQREiQJIYQQQhThmegbGG9aawCi0egE34kQQggBkUgEpdRE34YYguM+SIrFYgDU19dP8J0IIYQQ0NXVRWlp6UTfhhgCpXNTLccpx3FoamqSyP0IotEo9fX17Nu3T/7jHQEZv9GR8RsdGb/ROdrjJ8+jY8dxP5NkGAZ1dXUTfRvHjNLSUvk/2VGQ8RsdGb/RkfEbHRk/0ZckbgshhBBCFCFBkhBCCCFEERIkCQD8fj+33XYbfr9/om/lmCTjNzoyfqMj4zc6Mn5iIMd94rYQQgghxEjITJIQQgghRBESJAkhhBBCFCFBkhBCCCFEERIknWD+67/+i49//OPU1tailOI3v/lNwXGtNd/+9repra2lpKSEiy66iM2bN0/MzU4yd955J2eddRaRSIRp06Zx2WWXsXXr1oJzZPwGdu+997Jo0aJ8LZqlS5fyzDPP5I/L2A3PnXfeiVKKW265Jf+ajOHAvv3tb6OUKvioqanJH5exE8VIkHSCicfjLF68mNWrVxc9/r3vfY/vf//7rF69mnXr1lFTU8PFF1+cb+9yImtsbGT58uW88sorPP/881iWxSWXXEI8Hs+fI+M3sLq6Ou666y7Wr1/P+vXr+cAHPsAnPvGJ/INIxm7o1q1bx09+8hMWLVpU8LqM4eAWLFhAc3Nz/mPjxo35YzJ2oigtTliAfvLJJ/NfO46ja2pq9F133ZV/LZlM6rKyMn3fffdNwB1Obq2trRrQjY2NWmsZv5GoqKjQP/vZz2TshiEWi+l58+bp559/Xl944YX65ptv1lrL79+R3HbbbXrx4sVFj8nYiYHITJLI2717Ny0tLVxyySX51/x+PxdeeCFr166dwDubnLq6ugCorKwEZPyGw7ZtHnnkEeLxOEuXLpWxG4bly5fzsY99jA996EMFr8sYHtn27dupra2loaGBK6+8kl27dgEydmJgx33vNjF0LS0tAFRXVxe8Xl1dzbvvvjsRtzRpaa1ZuXIl559/Pqeffjog4zcUGzduZOnSpSSTScLhME8++SSnnXZa/kEkYze4Rx55hDfeeIN169b1Oya/f4M755xzePDBBzn55JM5cOAAt99+O8uWLWPz5s0ydmJAEiSJfvp2p9ZaS8fqPm666Sbeeust1qxZ0++YjN/A5s+fz4YNG+js7OTxxx/nqquuorGxMX9cxm5g+/bt4+abb+a5554jEAgMeJ6MYXEf+chH8v+8cOFCli5dypw5c/jFL37BueeeC8jYif5kuU3k5XZ65P6qymltbe33F9aJbMWKFTz99NO8+OKL1NXV5V+X8Tsyn8/H3LlzWbJkCXfeeSeLFy/m7rvvlrEbgtdff53W1lbOPPNMPB4PHo+HxsZG7rnnHjweT36cZAyHJhQKsXDhQrZv3y6/f2JAEiSJvIaGBmpqanj++efzr6XTaRobG1m2bNkE3tnkoLXmpptu4oknnuCFF16goaGh4LiM3/BprUmlUjJ2Q/DBD36QjRs3smHDhvzHkiVL+PznP8+GDRuYPXu2jOEwpFIptmzZwvTp0+X3TwxIlttOMN3d3ezYsSP/9e7du9mwYQOVlZXMnDmTW265hTvuuIN58+Yxb9487rjjDoLBIJ/73Ocm8K4nh+XLl/PQQw/x1FNPEYlE8n91lpWVUVJSkq9ZI+NX3K233spHPvIR6uvricViPPLII7z00ks8++yzMnZDEIlE8vlvOaFQiClTpuRflzEc2Fe+8hU+/vGPM3PmTFpbW7n99tuJRqNcddVV8vsnBjZxG+vERHjxxRc10O/jqquu0lq7W2Fvu+02XVNTo/1+v77gggv0xo0bJ/amJ4li4wboBx54IH+OjN/Arr32Wn3SSSdpn8+nq6qq9Ac/+EH93HPP5Y/L2A1f7xIAWssYDuaKK67Q06dP116vV9fW1upPfepTevPmzfnjMnaiGKW11hMUnwkhhBBCTFqSkySEEEIIUYQESUIIIYQQRUiQJIQQQghRhARJQgghhBBFSJAkhBBCCFGEBElCCCGEEEVIkCSEEEIIUYQESUIIIYQQRUiQJIQY1NVXX81ll102pHMvuugibrnllkHPmTVrFj/4wQ/yXyul+M1vfgPAnj17UEqxYcOGEd2rEEKMJQmShDgGDSUYGYv3jId169Zxww03TPRtCCHEEUmDWyHEUVVVVTXRtyCEEEMiM0lCHGOuvvpqGhsbufvuu1FKoZRiz549NDY2cvbZZ+P3+5k+fTpf/epXsSxr0PfYts11111HQ0MDJSUlzJ8/n7vvvntU92dZFjfddBPl5eVMmTKFb3zjG/RuEdl3uU0IISYrCZKEOMbcfffdLF26lOuvv57m5maam5vxer189KMf5ayzzuLNN9/k3nvv5f777+f2228f8D319fU4jkNdXR2PPvoob7/9Nt/61re49dZbefTRR0d8f7/4xS/weDy8+uqr3HPPPaxatYqf/exnY/XjCyHEUSPLbUIcY8rKyvD5fASDQWpqagD4+te/Tn19PatXr0YpxSmnnEJTUxP/8A//wLe+9a2i7wEwTZPvfOc7+a8bGhpYu3Ytjz76KJ/97GdHdH/19fWsWrUKpRTz589n48aNrFq1iuuvv350P7gQQhxlMpMkxHFgy5YtLF26FKVU/rXzzjuP7u5u9u/fP+h777vvPpYsWUJVVRXhcJif/vSn7N27d8T3cu655xbcx9KlS9m+fTu2bY/4mkIIMREkSBLiOKC1LghMcq8B/V7v7dFHH+XLX/4y1157Lc899xwbNmzgmmuuIZ1Oj+v9CiHEsUCW24Q4Bvl8voKZmdNOO43HH3+8IFhau3YtkUiEGTNmFH0PwMsvv8yyZcu48cYb86/t3LlzVPf2yiuv9Pt63rx5mKY5qusKIcTRJjNJQhyDZs2axauvvsqePXs4dOgQN954I/v27WPFihW88847PPXUU9x2222sXLkSwzCKvsdxHObOncv69ev5/e9/z7Zt2/jmN7/JunXrRnVv+/btY+XKlWzdupWHH36Yf/3Xf+Xmm28eix9bCCGOKgmShDgGfeUrX8E0TU477TSqqqrIZDL87ne/47XXXmPx4sV88Ytf5LrrruMb3/jGgO/Zu3cvX/ziF/nUpz7FFVdcwTnnnENbW1vBrNJIfOELXyCRSHD22WezfPlyVqxYIcUjhRDHJKV7FzARQgghhBCAzCQJIYQQQhQlQZIQYkj27t1LOBwe8GM0ZQOEEGIykuU2IcSQWJbFnj17Bjw+a9YsPB7ZMCuEOH5IkCSEEEIIUYQstwkhhBBCFCFBkhBCCCFEERIkCSGEEEIUIUGSEEIIIUQREiQJIYQQQhQhQZIQQgghRBESJAkhhBBCFCFBkhBCCCFEEf8fmsu6wTWttsAAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 600.25x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 调用lmplot绘图\n",
    "    # 指定依据sex取值做颜色颜色区分\n",
    "sns.lmplot(data=tips, x=\"total_bill\", y=\"tip\", hue=\"sex\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "203f79bd-abaf-4fa2-b961-30533fe60a05",
   "metadata": {},
   "source": [
    "#### col和row参数\n",
    "通过col(row)参数可以指定用于按列(行)绘制子图的字段"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "4a7b0b5a-45e2-4692-b83a-e5fcc9815390",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x181713b50>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 调用lmplot绘图\n",
    "    # 指定依据sex取值按列做子图\n",
    "sns.lmplot(data=tips, x=\"total_bill\", y=\"tip\", col=\"sex\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
